import numpy as np
from util.dataloader import *
from util.finance import *
from util.plots import *
from util.quotebankexploration import *
from util.wikipedia import *
from util.apple_stores import *
from util.predictive_model import *
import plotly.io as pio
import plotly
%load_ext autoreload
%autoreload 2
pio.renderers.default = "notebook_connected"
plotly.offline.init_notebook_mode()
This notebook is intended to show and demonstrate the thought process that went into this project, on identifying patterns and correlations in the stock market and media quotes. In particular we have focused on the Apple Stock market, as it is one of the most valuable company on earth and it is widely covered in the media.
In this project we have studied three datasets to provide more insights in the stock price evolution, the coverage of Apple in the media, and its relationship with the various speakers. This first session is dedicated to loading the various datasets and preprocessing the valuable informations.
The yFinance API is provided by Yahoo Finance and provides an easy access to various financial metrics for most stocks in the market. The ticker of the Apple stock is denoted AAPL, and we will first focus on a date range from 2008 up to 2020. We also provide an additional indicator of the daily volatility with the Liquidity field, which is the daily volume multiplied by the average daily stock price. This indicator in dollars is appropriate to have a quick overview on the quantity of Apple stock traded in a day, as a day of high liquidity is also said to be a day of high volatility.
# Using yFinance API we load various metrics of the Apple stock ranging from 2008 to 2020
stock = load_stock("AAPL", 2008, 2020)
# We set a day of high volatility as a day among the highest 2% of liquidity in that year.
stock = high_volatility(stock, quantile = 0.98)
display(stock)
| Date | Open | High | Low | Close | Adj Close | Volume | Liquidity | Yearly Percentile | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2008-09-02 | 6.157143 | 6.196429 | 5.892857 | 5.935357 | 5.088768 | 780763200 | 4.720690e+09 | Lower 98% |
| 1 | 2008-09-03 | 5.958571 | 6.024286 | 5.857143 | 5.962857 | 5.112345 | 734834800 | 4.380140e+09 | Lower 98% |
| 2 | 2008-09-04 | 5.923571 | 5.996786 | 5.743214 | 5.757857 | 4.936584 | 743386000 | 4.341905e+09 | Lower 98% |
| 3 | 2008-09-05 | 5.663929 | 5.800000 | 5.630357 | 5.720714 | 4.904741 | 786884000 | 4.479197e+09 | Lower 98% |
| 4 | 2008-09-08 | 5.877500 | 5.888929 | 5.409286 | 5.640000 | 4.835540 | 1045979200 | 6.023533e+09 | Lower 98% |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 2951 | 2020-05-22 | 78.942497 | 79.807503 | 78.837502 | 79.722504 | 78.955223 | 81803200 | 6.489652e+09 | Lower 98% |
| 2952 | 2020-05-26 | 80.875000 | 81.059998 | 79.125000 | 79.182503 | 78.420418 | 125522000 | 1.004537e+10 | Lower 98% |
| 2953 | 2020-05-27 | 79.035004 | 79.677498 | 78.272499 | 79.527496 | 78.762093 | 112945200 | 8.954437e+09 | Lower 98% |
| 2954 | 2020-05-28 | 79.192497 | 80.860001 | 78.907501 | 79.562500 | 78.796761 | 133560800 | 1.060172e+10 | Lower 98% |
| 2955 | 2020-05-29 | 79.812500 | 80.287498 | 79.117500 | 79.485001 | 78.720009 | 153532400 | 1.222866e+10 | Lower 98% |
2956 rows × 9 columns
The Quotebank data is a large text corpus of more than 178 million quotations scrapped over 337 websites. As we are focusing on Apple related quotations, we have applied a various amount of filtering to reduce the number of quotes to 310'816. Some of the various techniques employed are:
This final dataset of Apple related quotes has been saved in a pkl file to improve the ease of manipulation, and can be accessed with the get_filtered_quotes function.
quotes = get_filtered_quotes()
display(quotes)
| quoteID | quotation | speaker | qids | date | numOccurrences | probas | urls | phase | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2008-10-15-012147 | five times the graphics performance. | steve jobs | [Q19837] | 2008-10-15 06:38:46 | 2 | [[steve jobs, 0.7707], [None, 0.2293]] | [http://us.rd.yahoo.com/dailynews/rss/search/m... | A |
| 1 | 2008-09-25-038377 | my iphone is full of pictures. i wanted to see... | ken whisenhunt | [Q1758635] | 2008-09-25 08:08:08 | 1 | [[ken whisenhunt, 0.3759], [None, 0.3186], [ma... | [http://azcentral.com/arizonarepublic/sports/a... | A |
| 2 | 2008-09-04-052789 | the people who connect needs and ideas the bes... | steve jobs | [Q19837] | 2008-09-04 18:19:47 | 1 | [[steve jobs, 0.717], [None, 0.283]] | [http://businessweek.com/magazine/content/07_4... | A |
| 3 | 2008-11-10-038937 | sesame workshop will get 70 percent of the rev... | robert macmillan | [Q21453558, Q28094302] | 2008-11-10 22:59:44 | 1 | [[robert macmillan, 0.6071], [None, 0.3929]] | [http://macdailynews.com/index.php/weblog/comm... | A |
| 4 | 2008-09-26-048683 | the huge success of the apple itunes app store... | steve howard | [Q23670647, Q2457386, Q7612886] | 2008-09-26 11:29:23 | 1 | [[steve howard, 0.5034], [None, 0.4966]] | [http://ipod.consumerelectronicsnet.com/articl... | A |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 310811 | 2020-03-06-004716 | Apple continues to show their tremendous suppo... | none | [] | 2020-03-06 01:14:31 | 2 | [[None, 0.6748], [Octavia Spencer, 0.2615], [M... | [https://www.denofgeek.com/tv/truth-be-told-se... | E |
| 310812 | 2020-01-21-010221 | But at the same time, we're also not saying th... | satya nadella | [Q7426870] | 2020-01-21 15:44:24 | 1 | [[Satya Nadella, 0.8487], [None, 0.1513]] | [https://www.theverge.com/2020/1/21/21071108/m... | E |
| 310813 | 2020-01-22-079970 | The Big Mac burger sauce is so hard to get hol... | none | [] | 2020-01-22 12:34:13 | 2 | [[None, 0.8268], [Big Mac, 0.1733]] | [https://www.mirror.co.uk/money/shopping-deals... | E |
| 310814 | 2020-04-01-004824 | Archie has been loving doing FaceTime playdate... | none | [] | 2020-04-01 12:14:50 | 1 | [[None, 0.6707], [Prince Harry, 0.2197], [Megh... | [https://www.pinkvilla.com/entertainment/holly... | E |
| 310815 | 2020-01-29-066743 | No new office, no iPad -- just democracy in ac... | heather anderson | [Q15463471, Q30041417] | 2020-01-29 10:33:00 | 1 | [[Heather Anderson, 0.8361], [None, 0.1639]] | [http://express.co.uk/news/politics/1234935/br... | E |
310816 rows × 9 columns
One objective of this project is to find patterns and events in both the stock market and media discussion related to Apple.
In order to do so, we need metrics and qualitative visualization of the aforementioned data. To find days of interest in the stock market, we introduce the Liquidity, which is the mean price day multiplied by the daily volume of exchange. This indicator provides an intuition of the amount of $AAPL stock exchanged in day. A day of high liquidity will be synonymous of a day of high volatility, which may indicate a particular event related to Apple.
In the following plot we highlight the yearly top 2% of the liquidity days. In other words, we will observe each year the days with the highest liquidity. We observe a pattern that will be further studied, as the iPhone september events, or the quarterly reports.
weekly_liquidity(stock, quantile=0.98)
Naturally we proceed to this comparison of high exchange days by looking at the daily price of the $AAPL stock. We highlight the same days of high volatility from the previous figures but next to the stock price instead of the liquidity. The intuition is that a day of high volatility may have repercussions on the stock price, either as a price fall or a rebound.
daily_stock_price(stock)
Finally we will take a look at the filtered Quotebank dataset, which only describes Apple related quote. In the same idea as previous plots, we can highlight the yearly top 2% of days with the most quotes. Again we can observe some patterns, that will be further dissected in the next few sections. For example we observe a yearly spike in September when the new iPhone is released, or in June with the yearly developer conference. Most importantly the highest spike the 6th October 2011 is related to Steve Jobs death, which was widely covered in the media.
daily_quotes(quotes, quantile = 0.98)
plot_wordcloud(' '.join(quotes[quotes.speaker == "tim cook"].quotation).split(" "), mask = True)
From the above observations, we had the intuition that each quarter report released by Apple was synonymous with a day of high volatility. A quarterly report is a summary or collection of unaudited financial statements, such as gross revenue, net profit, operational expenses, and cash flow. As we have 252 trading days in a year and 4 quarter reports per year, we expect a periodicity of high liquidity days of around $252/4 = 64$ days. This in fact validated by the next cell, which performs a seasonal analysis over a wide range of days period, and keeps the days with the lowest null probability (i.e p-value). Later on we will see if this pattern is also observable on the Apple related quotes.
seasonal_analysis(stock[stock.Date.dt.year.isin([2018,2019])], column="Liquidity")
100%|██████████| 120/120 [00:02<00:00, 43.69it/s]
The Liquidity can be fitted with a seasonal model of period 64 with p_value 6.639388969749278e-28
What we finally observe is that there is a qualitative correlation between the number of daily quotes related to Apple and the daily liquidity. The two are positively correlated (the Pearson correlation coefficient is approximately 0.3 and the p-value is very small), which indicates that an increase in liquidity will be likely associated with an increase in discussion related to Apple and the other way around.
stock_price_with_quotes(stock,quotes)
pearson_stock_quotes(stock[stock.Date.dt.year.isin(range(2015,2019))],quotes)
(0.315489221804481, 8.207856553749298e-24)
One further study that we can perform on the set of quotes related to Apple is a sentimental analysis. Performing a sentiment distinction on the quotes may be useful to understanding the semantic orientation during a period of time, and find events of interest. We will use VADER, a lexicon and rule based sentiment analysis tool that can classify each quote in either positive, neutral or negative intent. More precisely, this predictive model gives a score in a $[-1,1]$ range, with $1$ being very positive, $-1$ very negative and $0$ neutral sentiment. In this section we will look at the correlation between the semantic content of those quotes and the actual stock price.
quotes_sentiments = predict_sentiment(quotes)
Furthermore we can qualitatively estimate the correlation between distinct sentiments and the observed market liquidity. Just as seen in the previous section, we will compute the Pearson correlation between either the positive, negative or neutral quotes and the liquidity. As we found a correlation value of 0.3154 with all quotes regardless of the sentiment, here we expect to observe a lower score for negative quotes rather than positive or neutral.
correlation_stock_sentiment(quotes_sentiments,stock)
Pearson positive (0.2146146024348949, 6.647184376858403e-31) Pearson negative (0.16531231857287215, 1.8448365209536944e-18) Pearson neutral (0.21925480669193834, 7.580016059373651e-32)
Looking at the computed correlations, we have indeed a lower correlation score of 0.1653 for negative quotes, compared to 0.2146 and 0.2192 for positive or neutral quotes. As all those values are positive, we may say that regardless of the sentiment, an increase in the number of quotations is most likely associated with an increase in liquidity and volatility of the Apple stock. Most importantly we observe that positive quotes have a greater correlation than negative quotes. One hypothesis that we may establish is that while negative quotes may make it more likely to sell a higher volume of stocks than usual, positive quotes have higher influence on the volatility and the market may be more willing to buy more stocks.
fig_all_sentiments(quotes_sentiments,stock)
Previously, we have looked at the impact of the valence of the different quotes related to Apple on the stock market. Let's add more depth to our analysis of the impact of the media on the stock market. What is the impact of the speaker of a quote? The response is relatively simple, it depends on how well known the speaker was at the time he or she was quoted in the media. And a quite simple way to measure this is to use the number of pageviews on the speakers' Wikipedia page (if there is one!).
Before accessing to the pageviews statistics, we need the exact label of the speakers' Wikipedia page. For this purpose, we load the following data set which links each speaker to its Wikipedia page.
# Get the wiki labels with its corresponding wiki ID
wiki_labels = get_wiki_labels()[['id', 'label']]
display(wiki_labels.head(5))
| id | label | |
|---|---|---|
| 0 | Q23 | George Washington |
| 1 | Q42 | Douglas Adams |
| 2 | Q1868 | Paul Otlet |
| 3 | Q207 | George W. Bush |
| 4 | Q297 | Diego Velázquez |
After that, we need a way to get the number of pageviews of the speakers annually. We use the package pageviewapi which gives us all the wiki page views since 2015. We would have liked to have all the pageviews since 2008, but it was too complicated. Indeed one person has created a way to get these data, but the website did not work anymore. Thus, we focused our study between 2015 and 2020, and we designed a function which returns the number of pageviews for a specific wiki page and year.
# Get the page views for the Steve Jobs wikipedia page in 2015
speaker = 'Steve Jobs'
year = 2015
print(get_page_views_per_year(speaker, year))
6365607
The idea now is to get the exact label of each speaker for every quotes. However, the different quotes can have more than one QID! Indeed, sometimes the name of the speaker for a specific quote can be confused with another speaker, so it gives two QID in the list for that quote! To deal with this issue, we decided to look at all the different QID for each quote, and we kept the label which corresponds to the speaker having the maximum number of total pageviews.
Before that, we recover all the speakers' ID for all the quotes that are not anonymous.
# Get the speakers' ID
speakers_id = get_speakers_ids(quotes)
speakers_id_sample = speakers_id.head(5)
display(speakers_id_sample)
| speaker | qids | |
|---|---|---|
| 0 | steve jobs | [Q19837] |
| 1 | ken whisenhunt | [Q1758635] |
| 2 | robert macmillan | [Q21453558, Q28094302] |
| 3 | steve howard | [Q23670647, Q2457386, Q7612886] |
| 4 | doug martin | [Q18685889, Q27995830, Q3037945, Q3714598, Q53... |
Here we can clearly see that for one speaker, there might be more than one QID. Thus, in the following cell, we recover for all the speakers the true label in Wikipedia, i.e. the one for which the number of pageviews is the highest.
Remark : The following cell shows how the process is done over a sample of the full dataframe quotes. We are not doing the whole filtering below because the run is about 22h. Thus, we have done it once on multiple clusters and have saved the results in a pickle file.
# Get the right label of the speakers of each quotes.
# It adds a new column `label` in quotes dataframe containig the wiki label of the speaker.
speakers_labels_sample = find_labels(speakers_id_sample, wiki_labels)
display(speakers_labels_sample)
# Get the whole data set from a .pkl file
speakers_labels = get_speakers_labels()
100%|██████████| 5/5 [00:21<00:00, 4.36s/it]
| speaker | qids | label | |
|---|---|---|---|
| 0 | steve jobs | [Q19837] | Steve Jobs |
| 1 | ken whisenhunt | [Q1758635] | Ken Whisenhunt |
| 2 | robert macmillan | [Q21453558, Q28094302] | Robert MacMillan |
| 3 | steve howard | [Q23670647, Q2457386, Q7612886] | Steve Howard |
| 4 | doug martin | [Q18685889, Q27995830, Q3037945, Q3714598, Q53... | Doug Martin |
Now we have the exact label of the speaker for every quotes. In the following, we want to get the wikipedia page views statistics for every speakers at the year where the quote was published. We take the label and the year of each quotes and use the function get_pageviews_per_year to add a new column score in our data frame.
Remark : As in the previous subsection, here is an example of how the process works on a small sample of the data set because the run for the whole data set is too long (around 8h for this one). Since the runnning time is so long, we decided to split the steps such that we can run it on multiple computer. Eventually, we were able to get the number of pageviews for each speaker for every year between 2015 and 2020. Here is an example of how the code works.
# Apply the process on a small sample
speakers_pageviews_sample = get_speakers_pageviews_per_year(speakers_labels_sample)
display(speakers_pageviews_sample)
# Load the whole data set from a pickle file
speakers_pageviews = get_speakers_pageviews()
| speaker | qids | label | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | steve jobs | [Q19837] | Steve Jobs | 6365607 | 9536391 | 7605088 | 6458359 | 6362619 | 6900472 |
| 1 | ken whisenhunt | [Q1758635] | Ken Whisenhunt | 135492 | 115367 | 86274 | 132915 | 113473 | 81236 |
| 2 | robert macmillan | [Q21453558, Q28094302] | Robert MacMillan | 498 | 1111 | 946 | 884 | 835 | 1152 |
| 3 | steve howard | [Q23670647, Q2457386, Q7612886] | Steve Howard | 9700 | 23643 | 19157 | 17095 | 18213 | 21539 |
| 4 | doug martin | [Q18685889, Q27995830, Q3037945, Q3714598, Q53... | Doug Martin | 3276 | 6785 | 3220 | 6103 | 1841 | 1242 |
Now, we directly join the year of the quotes with the corresponding number of pageviews of the speakers. After that we normalize the value and we then obtain a score for each quotes (in absolute value for now).
Remark : The process here does not use the pageviewapi package, so it is pretty fast then we can directly do it on the whole data frame.
# Add score column for our data frame
quotes_score = get_score_quotes(quotes, speakers_pageviews)
display(quotes_score.head(5))
| speaker | quoteID | quotation | qids_left | date | numOccurrences | probas | urls | phase | qids_right | label | pageviews | score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 chainz | 2018-09-10-038202 | I want to send condolences to Mac Miller's fam... | [Q129668] | 2018-09-10 11:44:18 | 1 | [[2 Chainz, 0.8386], [None, 0.1492], [Mac Mill... | [https://rollingout.com/2018/09/10/2-chainz-cl... | E | [Q129668] | 2 Chainz | 761.0 | 0.000003 |
| 1 | 21 savage | 2016-12-13-038368 | I got more followers & more shooters than the ... | [Q25095399] | 2016-12-13 19:55:57 | 1 | [[21 Savage, 0.6807], [None, 0.2981], [Kylie J... | [http://urbanislandz.com/2016/12/13/21-savage-... | E | [Q25095399] | 21 Savage | 1042616.0 | 0.004614 |
| 2 | 21 savage | 2017-09-26-146262 | We just have a long history of supporting Post... | [Q25095399] | 2017-09-26 14:04:09 | 1 | [[21 Savage, 0.4937], [None, 0.2597], [DJ Khal... | [https://forums.macrumors.com/threads/rapper-p... | E | [Q25095399] | 21 Savage | 2302.0 | 0.000010 |
| 3 | 30 roc | 2020-01-28-077235 | The day after the album came out, I went on iT... | [Q50352763] | 2020-01-28 19:17:20 | 5 | [[30 Roc, 0.8062], [None, 0.1938]] | [http://ctpost.com/entertainment/article/Hitma... | E | [Q50352763] | 30 Roc | 1198574.0 | 0.005304 |
| 4 | 50 cent | 2015-03-31-013537 | Do we want to release the single on iTunes fir... | [Q6060] | 2015-03-31 16:20:43 | 1 | [[50 Cent, 0.908], [None, 0.092]] | [http://www.thecrimson.com/article/2015/3/31/k... | E | [Q6060] | 50 Cent | 2051341.0 | 0.009077 |
Now we have an absolute score value for each single quote which is a way to represent the notoriety of the speaker. Can we combine this information with the sentiment analysis for each quote used in the previous section? We will use again the function designed in the section 3.4 to get the valence of each quote (+1 for positive, -1 for negative and 0 for neutral). In the following cell, we show how the process works to add a column sentiment to our dataframe.
# Add the column sentiment
quotes_sentiment = get_sentiment_quotes(quotes_score)
display(quotes_sentiment.head(5))
100%|██████████| 128672/128672 [00:20<00:00, 6347.34it/s]
| speaker | quoteID | quotation | qids_left | date | numOccurrences | probas | urls | phase | qids_right | label | pageviews | score | sentiment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 chainz | 2018-09-10-038202 | I want to send condolences to Mac Miller's fam... | [Q129668] | 2018-09-10 11:44:18 | 1 | [[2 Chainz, 0.8386], [None, 0.1492], [Mac Mill... | [https://rollingout.com/2018/09/10/2-chainz-cl... | E | [Q129668] | 2 Chainz | 761.0 | 0.000003 | 1 |
| 1 | 21 savage | 2016-12-13-038368 | I got more followers & more shooters than the ... | [Q25095399] | 2016-12-13 19:55:57 | 1 | [[21 Savage, 0.6807], [None, 0.2981], [Kylie J... | [http://urbanislandz.com/2016/12/13/21-savage-... | E | [Q25095399] | 21 Savage | 1042616.0 | 0.004614 | -1 |
| 2 | 21 savage | 2017-09-26-146262 | We just have a long history of supporting Post... | [Q25095399] | 2017-09-26 14:04:09 | 1 | [[21 Savage, 0.4937], [None, 0.2597], [DJ Khal... | [https://forums.macrumors.com/threads/rapper-p... | E | [Q25095399] | 21 Savage | 2302.0 | 0.000010 | 1 |
| 3 | 30 roc | 2020-01-28-077235 | The day after the album came out, I went on iT... | [Q50352763] | 2020-01-28 19:17:20 | 5 | [[30 Roc, 0.8062], [None, 0.1938]] | [http://ctpost.com/entertainment/article/Hitma... | E | [Q50352763] | 30 Roc | 1198574.0 | 0.005304 | -1 |
| 4 | 50 cent | 2015-03-31-013537 | Do we want to release the single on iTunes fir... | [Q6060] | 2015-03-31 16:20:43 | 1 | [[50 Cent, 0.908], [None, 0.092]] | [http://www.thecrimson.com/article/2015/3/31/k... | E | [Q6060] | 50 Cent | 2051341.0 | 0.009077 | 1 |
Finally, we multiply the valence of the quotes with the absolute score to get a positive and negative score. So we first create two columns negative_score and positive_score for each quote.
Example : If the quote has a negative valence, in column negative_score there will be the valence (-1) multiplied with the absolute score and in the column positive_score the value will be equal to zero.
# Add positive and negative score
quotes_neg_pos_score = get_neg_pos_score_quotes(quotes_sentiment)
display(quotes_neg_pos_score.head(5))
| speaker | quoteID | quotation | qids_left | date | numOccurrences | probas | urls | phase | qids_right | label | pageviews | score | sentiment | positive_score | negative_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 chainz | 2018-09-10-038202 | I want to send condolences to Mac Miller's fam... | [Q129668] | 2018-09-10 11:44:18 | 1 | [[2 Chainz, 0.8386], [None, 0.1492], [Mac Mill... | [https://rollingout.com/2018/09/10/2-chainz-cl... | E | [Q129668] | 2 Chainz | 761.0 | 0.000003 | 1 | 0.000003 | 0.000000 |
| 1 | 21 savage | 2016-12-13-038368 | I got more followers & more shooters than the ... | [Q25095399] | 2016-12-13 19:55:57 | 1 | [[21 Savage, 0.6807], [None, 0.2981], [Kylie J... | [http://urbanislandz.com/2016/12/13/21-savage-... | E | [Q25095399] | 21 Savage | 1042616.0 | 0.004614 | -1 | 0.000000 | 0.004614 |
| 2 | 21 savage | 2017-09-26-146262 | We just have a long history of supporting Post... | [Q25095399] | 2017-09-26 14:04:09 | 1 | [[21 Savage, 0.4937], [None, 0.2597], [DJ Khal... | [https://forums.macrumors.com/threads/rapper-p... | E | [Q25095399] | 21 Savage | 2302.0 | 0.000010 | 1 | 0.000010 | 0.000000 |
| 3 | 30 roc | 2020-01-28-077235 | The day after the album came out, I went on iT... | [Q50352763] | 2020-01-28 19:17:20 | 5 | [[30 Roc, 0.8062], [None, 0.1938]] | [http://ctpost.com/entertainment/article/Hitma... | E | [Q50352763] | 30 Roc | 1198574.0 | 0.005304 | -1 | 0.000000 | 0.005304 |
| 4 | 50 cent | 2015-03-31-013537 | Do we want to release the single on iTunes fir... | [Q6060] | 2015-03-31 16:20:43 | 1 | [[50 Cent, 0.908], [None, 0.092]] | [http://www.thecrimson.com/article/2015/3/31/k... | E | [Q6060] | 50 Cent | 2051341.0 | 0.009077 | 1 | 0.009077 | 0.000000 |
Then, we sum the score every day. The idea is to identify the days for which a lot of famous people have talked about Apple positively or negatively. We keep only the columns date, positive_score and negative_score for the final plot. The following cell shows how the process is applied.
# Get the negative and positive scores for every days
score_date = get_score_date(quotes_neg_pos_score)
display(score_date.head(5))
| date | positive_score | negative_score | |
|---|---|---|---|
| 0 | 2015-01-01 | 0.000079 | 0.007516 |
| 1 | 2015-01-02 | 0.012737 | 0.003240 |
| 2 | 2015-01-03 | 0.005720 | 0.028335 |
| 3 | 2015-01-04 | 0.002935 | 0.000000 |
| 4 | 2015-01-05 | 0.009968 | 0.011739 |
correlation_stock_fame(score_date,stock)
Pearson positive score : (0.022961431592596077, 0.4113951101407043) Pearson negative score : (-0.032305996895011534, 0.2477259632706098)
After all these steps, we can finally have a concrete visualization of our results. We plot the positive_score and the negative_score depending of the date. In addition, we plot on the same figure the Apple stock price depending also of the date. The goal is to see if there is a visible correlation betwen the positive and negative scores and the stock price. Here is the following plot.
stock_price_against_quotes_score(score_date, stock)
In the following plot, we just wanted to visualize the distribution of the quotes according to their valence and to the fame of the speaker. We have chosen 6 events which were highly mediatized between 2015 and 2020. We chose 6 major events picked up from the 2% in this plot for which we were able to find relevant thematic associated e.g. the “FBI-Apple encryption dispute”, “Release of the iPhone X”, etc. Quotations were plotted according to their valence and to the fame of their speaker.
plot_distrib_val_fame(quotes_sentiment)
100%|██████████| 128672/128672 [00:19<00:00, 6595.32it/s]
Using the quotes related to Apple, speakers data and past stock performance, we can perform a first attempt at predicting the daily stock price and the liquidity. For this section we will use the Facebook's Prophet library, which provides powerful and easy to use forecasting tools. At its core, the model is a modular linear regression model, that can take into account past performance and additional factors.
Remark: Prophet use a python translation layer of Ctan, and as the unresolved issue of printing all the Ctan computation iterations, and in the current state of the library there is no way to hide those outputs.
In this final section we will attempt to train a time series forecasting model using the previous stock price and the score obtained in the previous section. We recall that this sentiment score is obtained using the number of wikipedia views for the speaker and the sentiment of their quote. As the wikipedia data only goes back as far as 2015, we will limit this section there. Furthermore we have observed in 2019 a stock split, which is when a company divides the price of a stock but multiply the amount of available shares by the same factor. This sudden price fall was unpredictable and does not indicate a pullback from the overall market. This unusual data is why we will limit this section from 2015 to 2017. Finally we will fit the model on 2017 and observe its prediction on 2018, compared to the actual price in 2019.
# Build the prediction frame of stocks and sentiment features
quotes_sentiment = pd.read_pickle("data/quotes_score.pkl")
prediction_frame = build_prediction_frame(stock[stock.Date.dt.year.isin(range(2015,2018))],quotes_sentiment)
# Initialize the Prophet model and fits it with the prediction frame
m = fit_prophet(Prophet(changepoint_prior_scale=0.05, seasonality_prior_scale=0.1), prediction_frame, features=['positive','negative','total'], response='Open')
pred = predict_future(m,prediction_frame,feature_frame = quotes_sentiment)
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
Initial log joint probability = -7.96009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2177.66 0.0201062 1690.21 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2206.4 0.000919472 302.524 0.2468 0.2468 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
219 2208.5 5.93025e-05 91.5172 4.022e-07 0.001 300 LS failed, Hessian reset
299 2212.57 0.000581259 134.91 1 1 392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
398 2215.71 0.000100249 166.165 6.682e-07 0.001 560 LS failed, Hessian reset
399 2215.72 7.41759e-05 135.286 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2217.26 0.00050085 276.571 0.6264 0.6264 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
519 2218.17 0.000133325 200.521 2.638e-07 0.001 746 LS failed, Hessian reset
599 2219.25 1.80236e-05 89.5908 0.3101 0.3101 841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
624 2219.94 9.41604e-05 114.529 2.889e-07 0.001 907 LS failed, Hessian reset
699 2220.43 5.10665e-05 63.4536 0.3579 0.3579 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
758 2221.38 0.000112922 213.654 5.237e-07 0.001 1106 LS failed, Hessian reset
799 2222.16 0.00160691 205.491 1 1 1153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2222.55 2.50235e-05 89.0769 0.2943 1 1282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2222.66 0.000121227 77.6429 1 1 1411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1012 2222.66 4.56093e-05 58.2347 5.84e-07 0.001 1468 LS failed, Hessian reset
1030 2222.67 7.12841e-06 66.6403 1.005e-07 0.001 1525 LS failed, Hessian reset
1057 2222.67 1.90898e-07 61.539 0.3739 1 1560
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
On the graph bellow, we can observe the fitted model on the 2015 to 2017 range, and its prediction on the 2019. First we observe that the true stock price in the first quarter of 2018 is quite below the predicted lower bound. However the model successfully predicts a price fall in July 2018, and from there the true price comes back to the prediction range. This first attempt for a model provides interesting insights in the periodicity of the data and shows that the additional feature indeed contribute to the model.
plot_prediction(stock, quotes_sentiment,pred)
To validate the parameters and formulation of our model, we will perform time series cross validation. The idea is to start with a model fitted on the first 150 days, predict the stock price on the following 60 days and evaluate the error. Once this first fold is done, we add the next 30 days of the original 150 days to the training frame, and predict again on the following 60 days. This will be illustraded on the below figure.

We will evaluate the mean absolute percentage of error, which provides the average percentage of error one can expect using the model to predict the stock price. $$MAPE =\frac{100 \%}{n} \sum_{t=1}^{n}\left|\frac{A_{t}-F_{t}}{A_{t}}\right| $$
We observed a MAPE of 0.04226, which means that using these model one should expect a prediction difference of 4.226% compared to the actual price.
# Performance evaluation
df_cv = cross_validation(m, initial='150 days', period='30 days', horizon = '60 days',parallel="processes")
df_p = performance_metrics(df_cv)
print("Mean absolute percentage error in a first week horizon", df_p["mape"].values[0])
INFO:prophet:Making 30 forecasts with cutoffs between 2015-06-13 00:00:00 and 2017-10-30 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fba8cdada90>
Initial log joint probability = -2.71142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 781.674 2.40472e-06 96.6519 0.5036 0.5036 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
121 781.706 0.000182345 165.029 1.099e-06 0.001 183 LS failed, Hessian reset
166 781.729 3.00087e-08 102.564 0.2629 1 240
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 431.766 0.000702371 175.006 0.6498 0.6498 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.75307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.81883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 432.696 0.000311848 199.112 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
253 432.806 1.97456e-06 100.804 2.089e-08 0.001 330 LS failed, Hessian reset
287 432.807 1.12955e-08 89.5559 0.6367 0.6367 373
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 856.141 9.35065e-05 95.2426 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 578.237 0.000155227 147.914 0.6242 0.6242 126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
106 856.165 6.07746e-05 127.064 6.255e-07 0.001 159 LS failed, Hessian reset
159 856.313 0.000449941 245.642 2.797e-06 0.001 255 LS failed, Hessian reset
199 580.302 5.63093e-06 98.3022 0.4286 0.4286 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 856.392 4.17988e-06 94.7865 0.6774 0.6774 301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
215 856.406 3.01344e-05 97.5117 2.28e-07 0.001 361 LS failed, Hessian reset
268 856.412 7.3289e-06 87.5935 6.667e-08 0.001 467 LS failed, Hessian reset
299 856.412 9.46405e-08 67.8147 0.8051 0.8051 502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
242 580.318 0.000117823 115.634 1.129e-06 0.001 336 LS failed, Hessian reset
283 580.331 9.08848e-09 97.6191 0.2497 0.8031 387
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
399 857.049 1.33556e-05 90.5946 0.2124 1 609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
431 857.09 0.00012012 123.319 9.92e-07 0.001 676 LS failed, Hessian reset
473 857.1 3.73095e-08 97.7203 0.8331 0.8331 724
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 697.968 9.53227e-07 103.068 0.2763 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
119 697.969 2.93512e-06 96.7463 2.984e-08 0.001 183 LS failed, Hessian reset
133 697.969 7.67868e-09 98.9496 0.1244 0.1244 203
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 919.967 0.00030385 97.0858 1 1 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
151 920.138 7.83139e-05 148.792 5.443e-07 0.001 228 LS failed, Hessian reset
Initial log joint probability = -2.25054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 920.148 2.50137e-07 109.843 0.3216 0.3216 288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
213 920.148 3.32373e-08 100.39 0.2291 1 305
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 513.757 0.000995922 208.189 0.8655 0.8655 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
170 514.054 3.23911e-05 102.867 2.945e-07 0.001 244 LS failed, Hessian reset
199 514.057 8.64822e-08 100.22 0.5231 0.5231 280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Initial log joint probability = -2.87665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
208 514.057 7.46306e-09 103.07 0.4751 0.4751 291
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
99 622.716 1.82659e-06 100.881 0.743 0.743 127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
123 622.719 2.80242e-05 107.406 2.647e-07 0.001 207 LS failed, Hessian reset
153 622.721 8.16152e-09 100.687 0.4375 0.4375 241
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
Initial log joint probability = -4.3846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
94 935.282 3.49343e-05 48.2487 4.232e-07 0.001 203 LS failed, Hessian reset
99 935.308 0.00054793 58.139 1 1 209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
64 975.642 0.00017576 122.485 2.708e-06 0.001 118 LS failed, Hessian reset
123 937.264 0.000177785 247.372 3.968e-07 0.001 281 LS failed, Hessian reset
88 979.429 8.67578e-05 91.4266 4.166e-07 0.001 190 LS failed, Hessian reset
143 938.363 0.000211289 265.999 5.833e-07 0.001 343 LS failed, Hessian reset
99 979.964 0.00483632 112.9 0.4559 0.4559 202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
168 938.927 0.00017264 220.49 6.94e-07 0.001 407 LS failed, Hessian reset
135 980.911 0.000113028 156.548 1.377e-06 0.001 295 LS failed, Hessian reset
192 939.009 0.000268929 74.9499 2.715e-06 0.001 472 LS failed, Hessian reset
199 939.013 1.55364e-05 25.4304 0.8751 0.8751 481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
204 939.019 2.60125e-05 53.2972 3.761e-07 0.001 533 LS failed, Hessian reset
190 981.944 0.000101068 134.186 6.278e-07 0.001 408 LS failed, Hessian reset
199 981.967 0.000139601 46.1362 1 1 418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
231 939.204 0.000115542 92.7641 3.458e-07 0.001 606 LS failed, Hessian reset
240 939.225 1.84953e-05 39.0486 4.812e-07 0.001 656 LS failed, Hessian reset
299 983.139 0.000352896 172.398 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
247 939.226 4.98284e-06 41.8663 1.759e-07 0.001 706 LS failed, Hessian reset
299 939.33 0.000167322 51.1534 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
395 984.734 0.000175439 189.93 6.207e-07 0.001 721 LS failed, Hessian reset
399 984.867 0.00122346 183.266 3.601 0.3601 727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.19906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
459 985.985 0.000556254 118.43 5.002e-06 0.001 833 LS failed, Hessian reset
488 986.167 6.36448e-05 85.6643 5.479e-07 0.001 917 LS failed, Hessian reset
499 986.195 3.5326e-05 21.8192 1 1 935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 992.749 0.00515551 338.93 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
357 939.455 3.67092e-05 17.6327 4.657e-08 0.001 903 LS failed, Hessian reset
Optimization terminated with error:
Line search failed to achieve a sufficient decrease, no more progress can be made
517 986.307 8.22661e-05 123.422 4.908e-07 0.001 996 LS failed, Hessian reset
Initial log joint probability = -171.149
562 986.467 0.000116654 165.077 5.64e-07 0.001 1092 LS failed, Hessian reset
599 986.558 6.03036e-05 47.4192 0.4355 0.4355 1149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1010.05 0.00093902 416.234 0.1853 0.1853 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
650 986.823 0.000173775 163.038 1.875e-06 0.001 1251 LS failed, Hessian reset
236 1012.06 0.000229621 216.9 6.626e-07 0.001 326 LS failed, Hessian reset
667 986.834 3.25003e-06 24.7634 6.89e-08 0.001 1313 LS failed, Hessian reset
299 1013.6 0.000707956 101.05 1 1 398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 986.835 3.64684e-06 44.3913 4.658 0.004658 1364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
323 1013.82 5.73742e-05 67.5364 8.544e-07 0.001 484 LS failed, Hessian reset
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 987.405 0.000606272 79.5162 0.8164 0.8164 1499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
378 1014.33 0.000178228 116.05 1.903e-06 0.001 592 LS failed, Hessian reset
399 1014.33 1.12131e-05 33.1553 1 1 623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
843 987.658 7.18177e-05 112.79 6.345e-07 0.001 1591 LS failed, Hessian reset
99 1032.39 0.000182506 82.908 0.1791 0.1791 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 987.688 4.49268e-06 26.3682 0.3593 0.3593 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 1. Log joint probability = 273.614. Improved by 444.763.
917 987.689 7.58389e-06 74.7272 1.226e-07 0.001 1735 LS failed, Hessian reset
931 987.689 1.2152e-07 44.6412 0.9575 0.05355 1759
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
497 1015.79 0.000109041 88.6102 3.045e-06 0.001 785 LS failed, Hessian reset
499 1015.79 1.54897e-05 35.6553 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1035.7 0.00212242 97.2953 0.5015 0.5015 253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
WARNING:prophet.models:Optimization terminated abnormally. Falling back to Newton.
577 1016.1 9.36325e-05 87.646 3.484e-07 0.001 943 LS failed, Hessian reset
299 1040.18 0.00620245 387.139 0.3515 0.8006 381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
594 1016.15 2.42491e-09 72.6608 2.242e-06 1 984
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
Initial log joint probability = -3.77645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 2. Log joint probability = 449.297. Improved by 175.683.
387 1042.4 0.000806866 337.491 9.01e-06 0.001 521 LS failed, Hessian reset
399 1042.44 2.14711e-05 68.9087 0.05508 1 536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1042.66 0.000136548 36.5349 0.3805 0.3805 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1138.25 0.000516736 88.7185 0.2653 1 133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1085.07 0.000228488 75.1851 0.461 0.461 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
124 1085.39 0.000206471 130.895 2.426e-06 0.001 201 LS failed, Hessian reset
199 1141.45 0.000591909 124.252 0.9992 0.9992 259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
553 1042.84 1.53852e-05 44.9116 2.632e-07 0.001 773 LS failed, Hessian reset
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1086.22 0.000160523 59.9383 1 1 293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
567 1042.84 2.82657e-06 57.2788 6.455e-08 0.001 831 LS failed, Hessian reset
599 1042.85 0.000143674 59.8706 1 1 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 3. Log joint probability = 592.775. Improved by 143.479.
99 1176.73 0.00466726 400.413 0.9336 0.9336 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1143.1 0.000180266 85.1867 0.8232 0.8232 376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1088.48 0.000579183 83.8387 1 1 415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
626 1042.88 7.06613e-05 47.1225 1.186e-06 0.001 945 LS failed, Hessian reset
199 1182 0.000991137 96.128 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1090.45 0.000138715 91.0094 0.1963 0.748 535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
210 1182.62 0.00079682 317.739 2.382e-06 0.001 278 LS failed, Hessian reset
338 1143.21 0.000199997 64.4315 2.593e-06 0.001 467 LS failed, Hessian reset
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1143.24 7.50656e-07 39.8611 0.2615 1 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1185.2 7.84674e-05 116.112 0.5986 0.5986 375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1090.53 8.08876e-05 46.4649 0.02675 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 4. Log joint probability = 787.989. Improved by 195.213.
699 1042.93 7.3059e-05 54.0789 0.5595 0.5595 1053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
415 1143.25 5.43413e-05 54.3185 8.582e-07 0.001 606 LS failed, Hessian reset
500 1090.53 6.72498e-05 57.8487 1.447e-06 0.001 718 LS failed, Hessian reset
99 1178.88 0.00291485 234.949 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1187.47 0.000121638 90.8586 0.07654 1 497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
543 1090.53 4.31741e-07 47.6062 0.2535 0.62 774
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 1143.29 0.00011526 82.707 0.9736 0.9736 712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
797 1044.41 0.000125742 127.223 7.039e-07 0.001 1204 LS failed, Hessian reset
417 1187.6 0.00030216 233.094 2.036e-06 0.001 557 LS failed, Hessian reset
799 1044.42 0.000507662 193.498 1 1 1206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
853 1044.47 9.61033e-06 89.3253 1.501e-07 0.001 1308 LS failed, Hessian reset
485 1187.71 7.96883e-05 114.082 6.653e-07 0.001 685 LS failed, Hessian reset
199 1196.82 0.00161232 128.269 0.5706 0.5706 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
885 1044.47 9.5258e-09 61.3627 0.1826 0.1826 1351
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
585 1144.46 8.40699e-05 79.4512 7.074e-07 0.001 845 LS failed, Hessian reset
499 1187.72 7.98143e-06 67.695 0.3361 1 701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
521 1187.72 3.18559e-08 61.2915 0.03715 0.5949 733
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iteration 5. Log joint probability = 788.016. Improved by 0.0267353.
599 1144.58 0.00136794 124.615 1 1 859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1204.13 0.000730168 223.01 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
686 1144.85 1.07683e-07 53.9252 0.1032 1 987
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 1208.51 0.000383095 153.277 0.2046 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
435 1209.08 0.000156684 174.834 1.256e-06 0.001 529 LS failed, Hessian reset
499 1211.09 0.0762803 728.235 0.2115 1 607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 6. Log joint probability = 788.257. Improved by 0.241256.
599 1215.36 0.000906354 122.299 1 1 725
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1216.71 0.00201176 102.836 1 1 853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1221.45 0.000466189 150.813 0.2123 0.5063 971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 7. Log joint probability = 788.373. Improved by 0.115747.
899 1221.78 2.58473e-06 73.2415 0.007953 1 1104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
970 1221.79 1.39451e-05 96.8086 1.976e-07 0.001 1240 LS failed, Hessian reset
996 1221.79 1.2795e-07 79.9448 0.1623 1 1277
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iteration 8. Log joint probability = 788.445. Improved by 0.0728877.
Iteration 9. Log joint probability = 788.587. Improved by 0.141996.
Iteration 10. Log joint probability = 788.877. Improved by 0.289962.
Iteration 11. Log joint probability = 789.76. Improved by 0.882239.
Iteration 12. Log joint probability = 791.476. Improved by 1.71688.
Iteration 13. Log joint probability = 798.915. Improved by 7.43832.
Iteration 14. Log joint probability = 817.068. Improved by 18.1529.
Iteration 15. Log joint probability = 851.98. Improved by 34.9126.
Iteration 16. Log joint probability = 870.674. Improved by 18.6939.
Iteration 17. Log joint probability = 893.186. Improved by 22.5119.
Iteration 18. Log joint probability = 913.759. Improved by 20.5725.
Iteration 19. Log joint probability = 928.312. Improved by 14.5536.
Iteration 20. Log joint probability = 931.801. Improved by 3.48895.
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 21. Log joint probability = 932.569. Improved by 0.767736.
99 1266.87 0.00447903 258.412 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
139 1271.98 0.000112666 104.765 1.302e-06 0.001 205 LS failed, Hessian reset
199 1275.59 0.00189963 131.301 1 1 273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 22. Log joint probability = 932.862. Improved by 0.292822.
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1279.71 0.000871585 118.53 1 1 398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 23. Log joint probability = 932.96. Improved by 0.0981395.
99 1299.4 0.00560347 304.881 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
378 1281.04 0.000110697 134.542 9.63e-07 0.001 536 LS failed, Hessian reset
99 1302.02 0.00315857 391.518 0.686 0.686 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1281.21 0.000181555 104.542 0.6177 0.6177 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1314.5 0.00228329 173.091 1 1 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 24. Log joint probability = 933.11. Improved by 0.150196.
230 1316.46 0.000158788 138.879 7.811e-07 0.001 316 LS failed, Hessian reset
199 1311.79 0.00800022 215.716 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
473 1283.58 0.000233821 240.961 9.973e-07 0.001 746 LS failed, Hessian reset
299 1319.29 0.00448615 226.442 1 1 401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 25. Log joint probability = 936.117. Improved by 3.00729.
499 1284.69 0.000207153 280.127 0.5019 0.5019 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1315.07 0.000441859 116.763 1 1 365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1332.79 0.00327373 277.147 0.415 1 529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
434 1333.47 0.000145928 122.899 9.702e-07 0.001 602 LS failed, Hessian reset
547 1285.42 0.000642836 203.747 4.852e-06 0.001 875 LS failed, Hessian reset
Iteration 26. Log joint probability = 936.72. Improved by 0.602233.
322 1315.29 0.000496374 116.937 5.527e-06 0.001 423 LS failed, Hessian reset
499 1333.79 8.86241e-06 70.594 0.8508 0.8508 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1285.67 3.57609e-05 106.759 0.05999 1 938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
547 1334.19 0.00017276 181.373 1.116e-06 0.001 775 LS failed, Hessian reset
663 1285.7 4.88627e-08 78.5643 0.9232 0.9232 1031
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 1315.88 0.000122556 79.3769 0.3327 1 530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 27. Log joint probability = 937.005. Improved by 0.285504.
569 1334.46 7.80521e-05 92.9929 7.214e-07 0.001 840 LS failed, Hessian reset
599 1334.53 3.03523e-06 72.9215 0.6462 1 877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1316.27 1.21611e-05 76.5865 0.5801 0.5801 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1335.22 0.0294262 334.685 0.5664 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 28. Log joint probability = 937.034. Improved by 0.0291387.
542 1317.07 0.000485242 217.527 4.32e-06 0.001 804 LS failed, Hessian reset
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1336.13 0.00016695 75.0226 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
558 1317.78 0.000127102 115.345 1.378e-06 0.001 857 LS failed, Hessian reset
Iteration 29. Log joint probability = 937.086. Improved by 0.0521366.
599 1318.11 0.000451429 97.294 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1347.23 0.00162084 416.282 0.2786 0.6893 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
849 1336.18 0.000102059 134.098 1.075e-06 0.001 1229 LS failed, Hessian reset
620 1318.22 7.61456e-05 87.8253 7.34e-07 0.001 971 LS failed, Hessian reset
899 1336.2 0.000284529 84.252 0.8481 0.8481 1286
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1360.6 0.00112818 114.901 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 30. Log joint probability = 937.121. Improved by 0.0345852.
675 1318.29 1.2641e-05 69.6813 2.456e-07 0.001 1084 LS failed, Hessian reset
Initial log joint probability = -5.03252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1318.29 0.000667842 123.618 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1336.34 1.30689e-05 68.2165 0.6427 0.6427 1412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
743 1318.33 5.28126e-05 78.3131 6.782e-07 0.001 1215 LS failed, Hessian reset
Iteration 31. Log joint probability = 937.137. Improved by 0.0157294.
799 1318.34 0.000485914 100.599 1 1 1284
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1360.5 0.00334732 206.281 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
272 1366.36 0.000238163 184.509 8.775e-07 0.001 369 LS failed, Hessian reset
299 1368.57 0.000625321 367.571 0.5717 0.5717 396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
803 1318.35 6.74716e-05 106.11 7.488e-07 0.001 1334 LS failed, Hessian reset
1055 1336.4 5.14649e-06 78.4634 6.251e-08 0.001 1521 LS failed, Hessian reset
99 1434.93 0.00804431 156.84 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1096 1336.4 2.2995e-07 65.9272 1.544 0.5002 1572
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iteration 32. Log joint probability = 937.23. Improved by 0.0936263.
852 1318.35 3.23723e-09 69.8869 0.0006756 0.04469 1419
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
399 1370.91 0.00326967 106.227 0.8418 0.8418 517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
185 1366.07 0.000136374 98.3147 7.607e-07 0.001 266 LS failed, Hessian reset
199 1366.18 0.00155121 78.5474 1 1 282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1444.7 0.000427181 487.948 0.3005 0.8326 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
482 1371.92 0.000106024 111.158 8.275e-07 0.001 649 LS failed, Hessian reset
Iteration 33. Log joint probability = 937.242. Improved by 0.0114408.
499 1371.93 3.58457e-06 53.4437 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
225 1447.33 0.000210434 186.79 1.8e-06 0.001 298 LS failed, Hessian reset
238 1367.44 0.000267254 142.748 6.68e-07 0.001 381 LS failed, Hessian reset
547 1371.95 0.000105448 92.9261 1.052e-06 0.001 784 LS failed, Hessian reset
299 1369.36 0.000161374 61.5488 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 34. Log joint probability = 937.247. Improved by 0.00570246.
599 1371.96 7.81032e-06 62.3827 1 1 852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1449.96 6.49593e-05 116.502 0.387 0.387 401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
328 1369.91 0.000257052 205.723 9.471e-07 0.001 532 LS failed, Hessian reset
633 1371.96 2.90405e-07 74.3644 0.4786 0.4786 889
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 1370.61 0.000122675 70.7593 0.7332 0.7332 624
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1453.75 0.000191807 259.273 0.2134 0.2134 521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 35. Log joint probability = 938.137. Improved by 0.889329.
Initial log joint probability = -7.10352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
435 1454.41 0.00011856 101.915 9.271e-07 0.001 612 LS failed, Hessian reset
Iteration 36. Log joint probability = 938.281. Improved by 0.143835.
422 1370.96 0.000190574 76.0227 2.926e-06 0.001 690 LS failed, Hessian reset
499 1455.18 0.0090844 220.121 1 1 690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1524.11 0.00867513 581.801 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 37. Log joint probability = 938.328. Improved by 0.047384.
124 1529.38 8.02571e-05 77.0109 7.659e-07 0.001 179 LS failed, Hessian reset
599 1460.64 0.00234296 239.309 0.8475 0.8475 805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
481 1371.33 5.65988e-05 85.8175 8.026e-07 0.001 805 LS failed, Hessian reset
499 1371.34 0.000123073 68.9865 1 1 829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 38. Log joint probability = 938.347. Improved by 0.0192272.
640 1460.89 0.000111085 113.722 1.533e-06 0.001 898 LS failed, Hessian reset
199 1532.95 0.00881096 718.779 1 1 262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1372.37 0.0121098 188.071 1 1 949
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 39. Log joint probability = 938.349. Improved by 0.00219694.
683 1460.9 4.72937e-07 73.9332 8.319e-09 0.001 998 LS failed, Hessian reset
695 1460.9 3.15745e-08 56.1815 0.3247 1 1016
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
699 1374.95 0.00542376 103.479 1 1 1072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1538.51 0.00145254 198.845 0.4579 1 373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
704 1375 0.000102374 85.2082 8.878e-07 0.001 1117 LS failed, Hessian reset
340 1540.61 0.000225224 264.95 7.405e-07 0.001 454 LS failed, Hessian reset
Iteration 40. Log joint probability = 938.356. Improved by 0.00642287.
795 1375.54 6.01369e-05 71.2719 7.505e-07 0.001 1276 LS failed, Hessian reset
799 1375.55 1.30811e-05 68.2487 0.8284 0.8284 1281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1543.5 0.00157803 148.388 0.4589 1 521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
850 1375.59 2.47745e-05 76.6323 2.824e-07 0.001 1392 LS failed, Hessian reset
870 1375.59 9.48032e-08 54.4184 0.2355 1 1419
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iteration 41. Log joint probability = 938.4. Improved by 0.0444928.
499 1544.71 0.000123452 98.5849 0.4136 0.4136 648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
548 1549.94 9.13272e-05 108.074 5.684e-07 0.001 791 LS failed, Hessian reset
Iteration 42. Log joint probability = 938.408. Improved by 0.00724506.
599 1554.66 0.000270313 189.253 0.5817 0.5817 854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 43. Log joint probability = 938.437. Improved by 0.0291793.
697 1555.83 7.28663e-05 101.928 6.901e-07 0.001 1009 LS failed, Hessian reset
699 1555.85 0.000360143 101.096 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
717 1555.89 6.53734e-05 90.4468 7.013e-07 0.001 1073 LS failed, Hessian reset
Iteration 44. Log joint probability = 940.526. Improved by 2.08905.
753 1555.9 1.34299e-05 58.8311 2.026e-07 0.001 1162 LS failed, Hessian reset
792 1555.94 0.000121879 144.366 1.705e-06 0.001 1247 LS failed, Hessian reset
799 1555.96 4.50843e-05 50.7051 1 1 1254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
825 1555.97 8.51067e-05 95.577 1.276e-06 0.001 1332 LS failed, Hessian reset
849 1555.97 1.17485e-07 49.247 1 1 1362
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iteration 45. Log joint probability = 940.559. Improved by 0.0328234.
Iteration 46. Log joint probability = 940.562. Improved by 0.00362274.
Iteration 47. Log joint probability = 940.753. Improved by 0.190713.
Iteration 48. Log joint probability = 940.755. Improved by 0.00221153.
Iteration 49. Log joint probability = 940.759. Improved by 0.00403894.
Iteration 50. Log joint probability = 940.766. Improved by 0.00647005.
Iteration 51. Log joint probability = 940.787. Improved by 0.0212287.
Iteration 52. Log joint probability = 940.795. Improved by 0.00760233.
Iteration 53. Log joint probability = 940.799. Improved by 0.00450057.
Iteration 54. Log joint probability = 940.801. Improved by 0.00184108.
Iteration 55. Log joint probability = 940.807. Improved by 0.00625928.
Iteration 56. Log joint probability = 940.808. Improved by 0.00118234.
Iteration 57. Log joint probability = 940.809. Improved by 0.000651848.
Iteration 58. Log joint probability = 940.809. Improved by 0.000224784.
Initial log joint probability = -7.02143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1602.74 0.00301395 140.115 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 59. Log joint probability = 940.809. Improved by 0.000238058.
199 1612.43 0.0162184 273.209 1 1 238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 60. Log joint probability = 940.811. Improved by 0.0017316.
299 1616.04 0.00436161 186.697 1 1 364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 61. Log joint probability = 940.816. Improved by 0.00514389.
307 1616.53 0.000342257 295.667 1.272e-06 0.001 414 LS failed, Hessian reset
Initial log joint probability = -7.88203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 62. Log joint probability = 940.817. Improved by 0.00110739.
399 1618.27 0.0012362 111.249 1 1 529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1700.52 0.00562939 202.959 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1626.5 0.00038848 83.6246 1 1 648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 63. Log joint probability = 940.819. Improved by 0.00127294.
99 1749.46 0.0271738 713.583 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
117 1704.41 6.43302e-05 91.3006 4.755e-07 0.001 178 LS failed, Hessian reset
599 1627.97 0.00523089 196.116 1 1 770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1759.1 0.00205599 208.86 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 64. Log joint probability = 940.819. Improved by 0.000417037.
199 1711.89 0.0109197 435.828 0.1049 1 271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
202 1712.01 0.000242252 299.669 1.715e-06 0.001 338 LS failed, Hessian reset
Iteration 65. Log joint probability = 940.82. Improved by 0.000402017.
679 1628.95 0.00016889 139.443 1.985e-06 0.001 898 LS failed, Hessian reset
271 1717.08 0.00025968 324.63 9.76e-07 0.001 470 LS failed, Hessian reset
699 1629.07 1.92959e-05 60.2932 0.1037 0.1037 921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.50846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1718.97 0.00240953 130.589 0.8121 0.8121 503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 66. Log joint probability = 940.82. Improved by 0.000475064.
299 1767.37 0.00173874 312.575 1 1 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1631.54 0.000687457 301.811 1 1 1041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
326 1767.88 9.84957e-05 132.169 5.548e-07 0.001 423 LS failed, Hessian reset
Initial log joint probability = -8.64298
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1811.43 0.00154207 318.677 0.4132 0.4132 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 67. Log joint probability = 940.82. Improved by 0.00039274.
388 1721.77 9.05861e-05 118.485 4.171e-07 0.001 651 LS failed, Hessian reset
399 1769.5 0.0229247 847.53 0.2779 0.2779 516
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1722.01 0.000764034 88.9557 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1633.17 5.84805e-06 48.7475 0.5151 0.5151 1159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 68. Log joint probability = 940.821. Improved by 0.000442278.
464 1773.26 7.6356e-05 114.307 4.144e-07 0.001 644 LS failed, Hessian reset
99 1903.1 0.0111697 1069.27 0.6505 0.6505 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
169 1821.29 0.000105884 118.994 3.888e-07 0.001 247 LS failed, Hessian reset
499 1773.94 0.000725728 91.4846 0.9696 0.9696 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
470 1723.1 0.000155542 171.208 6.524e-07 0.001 797 LS failed, Hessian reset
999 1633.87 0.00147337 104.535 1 1 1281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1823.2 0.00348839 277.587 0.875 0.875 280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1723.47 0.000381069 198.499 0.03068 1 835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 69. Log joint probability = 940.821. Improved by 0.000287741.
547 1774.29 0.000156052 152.373 1.746e-06 0.001 779 LS failed, Hessian reset
199 1918.64 0.00164638 212.203 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
219 1823.86 8.97255e-05 124.853 7.168e-07 0.001 357 LS failed, Hessian reset
587 1774.52 9.73388e-05 135.537 8.472e-07 0.001 869 LS failed, Hessian reset
236 1923.43 0.000152185 222.76 4.708e-07 0.001 315 LS failed, Hessian reset
1089 1634.95 6.03032e-05 97.3971 4.667e-07 0.001 1431 LS failed, Hessian reset
599 1774.62 0.000311235 91.7237 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1634.97 3.46098e-05 67.5167 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
573 1723.71 5.03156e-05 83.3665 4.753e-07 0.001 982 LS failed, Hessian reset
Iteration 70. Log joint probability = 940.822. Improved by 0.000581144.
261 1925.19 5.39916e-05 66.6823 4.301e-07 0.001 378 LS failed, Hessian reset
599 1723.76 4.38471e-06 56.8366 0.86 0.86 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1827.36 0.0191401 405.675 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1926.11 0.000343844 165.142 1 1 419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1152 1634.97 5.27056e-06 62.0938 7.604e-08 0.001 1569 LS failed, Hessian reset
1173 1634.97 8.51545e-09 72.6242 0.03569 0.03569 1593
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
Iteration 71. Log joint probability = 940.822. Improved by 0.000244383.
616 1723.76 4.7404e-05 63.5841 7.24e-07 0.001 1069 LS failed, Hessian reset
691 1776.37 0.000145296 187.079 9.865e-07 0.001 1061 LS failed, Hessian reset
699 1776.77 9.34009e-05 257.722 0.5171 0.5171 1069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1838.79 0.00261173 246.179 0.8904 0.8904 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
348 1927.35 0.000118584 173.805 1.109e-06 0.001 521 LS failed, Hessian reset
Iteration 72. Log joint probability = 940.822. Improved by 0.000496916.
699 1723.92 0.00304681 126.586 0.3688 1 1183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1778.01 0.000184408 123.441 0.3112 0.3112 1187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1927.93 0.000993206 153.331 1 1 581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
404 1928.13 0.000109751 148.531 3.416e-07 0.001 635 LS failed, Hessian reset
499 1842.42 0.00152483 171.232 0.6093 0.6093 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 73. Log joint probability = 940.823. Improved by 0.000786572.
899 1778.52 0.00421828 89.306 1 1 1306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1726.49 0.00097531 248.142 0.2278 1 1307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
512 1842.8 6.0001e-05 64.9148 4.603e-07 0.001 737 LS failed, Hessian reset
453 1928.55 9.38403e-05 142.091 1.044e-06 0.001 732 LS failed, Hessian reset
499 1928.74 0.000303704 202.206 0.1113 0.1113 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 74. Log joint probability = 940.824. Improved by 0.000375583.
829 1726.77 7.50813e-05 134.469 6.303e-07 0.001 1391 LS failed, Hessian reset
599 1843.65 0.000166796 84.7885 1 1 838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1780.13 0.00912164 311.036 1 1 1425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
553 1930.75 0.000344895 524.288 3.579e-07 0.001 900 LS failed, Hessian reset
629 1843.77 0.00018934 149.564 2.159e-06 0.001 914 LS failed, Hessian reset
899 1726.93 0.000318047 58.8693 0.4097 1 1483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1932.25 0.00123284 382.909 0.6414 0.6414 949
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 75. Log joint probability = 940.824. Improved by 6.76857e-05.
1020 1781.05 5.42373e-05 106.431 4.9e-07 0.001 1528 LS failed, Hessian reset
699 1844.91 0.00694565 171.815 1 1 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1728.04 3.90663e-05 72.0889 0.7354 0.7354 1601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1933.26 6.58e-05 117.391 0.2956 0.02956 1079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1059 1782.44 0.000197113 198.479 1.27e-06 0.001 1608 LS failed, Hessian reset
723 1846.7 0.00014671 211.988 4.108e-07 0.001 1087 LS failed, Hessian reset
Iteration 76. Log joint probability = 940.824. Improved by 8.54591e-06.
724 1933.29 8.60769e-05 93.9511 1.106e-06 0.001 1152 LS failed, Hessian reset
1007 1728.07 7.94025e-05 104.024 8.521e-07 0.001 1652 LS failed, Hessian reset
1094 1782.75 0.00025752 201.44 2.845e-06 0.001 1689 LS failed, Hessian reset
1099 1782.76 7.94692e-05 69.8861 0.5414 0.5414 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1850.15 9.52105e-05 81.6665 0.6271 0.6271 1176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1129 1782.86 0.000120984 141.402 1.633e-06 0.001 1767 LS failed, Hessian reset
784 1933.31 0.000160546 182.44 1.693e-06 0.001 1277 LS failed, Hessian reset
Iteration 77. Log joint probability = 940.824. Improved by 2.18994e-06.
799 1933.32 2.08608e-06 56.4806 0.3768 0.3768 1299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1850.49 6.70636e-05 78.0264 0.3719 1 1302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1783.38 0.000757929 78.8577 0.2973 1 1846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
821 1933.32 9.54437e-08 66.463 0.4153 0.4153 1332
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 1951.05 0.032661 2493.86 0.8047 0.8047 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1091 1728.18 4.48058e-05 76.1603 5.354e-07 0.001 1793 LS failed, Hessian reset
927 1850.63 8.6523e-05 147.082 6.977e-07 0.001 1382 LS failed, Hessian reset
1099 1728.19 6.93412e-06 63.9932 0.3355 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.95788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1286 1784.14 0.00012274 206.25 3.654e-07 0.001 1992 LS failed, Hessian reset
Iteration 78. Log joint probability = 940.824. Improved by 5.63256e-06.
1299 1784.4 0.000437827 79.1539 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
982 1850.73 1.52465e-05 56.9907 1.687e-07 0.001 1488 LS failed, Hessian reset
999 1850.73 1.59716e-06 55.5153 0.3775 0.3775 1508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1973.33 0.00394433 508.848 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1151 1728.2 7.98852e-07 65.5557 1.193e-08 0.001 1911 LS failed, Hessian reset
1160 1728.2 6.72448e-08 76.1596 0.4194 1 1925
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1024 1850.73 1.62409e-05 78.7689 1.873e-07 0.001 1580 LS failed, Hessian reset
99 2011.9 0.00505422 470.571 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1784.66 1.18961e-05 68.6909 1 1 2138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 79. Log joint probability = 940.824. Improved by 1.58328e-05.
1046 1850.73 1.59421e-07 62.6202 0.2562 1 1606
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 2032.93 0.00115078 605.357 0.2866 0.2866 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
273 1978.22 0.000150226 115.752 2.782e-07 0.001 364 LS failed, Hessian reset
Iteration 80. Log joint probability = 940.824. Improved by 4.34671e-05.
299 1978.79 7.67517e-05 235.694 0.3611 0.3611 395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1458 1784.82 3.33204e-05 73.8636 6.342e-07 0.001 2265 LS failed, Hessian reset
1499 1784.86 2.09898e-06 63.3766 0.3609 0.9217 2320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1507 1784.86 4.81863e-08 55.7474 0.03709 1 2334
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 2040.17 0.00171106 179.773 1 1 359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 81. Log joint probability = 940.824. Improved by 1.07418e-05.
399 1983.76 0.0264165 297.128 6.04 1 515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
388 2045.57 0.000181671 324.395 5.881e-07 0.001 509 LS failed, Hessian reset
Iteration 82. Log joint probability = 940.824. Improved by 4.08154e-06.
399 2046.36 0.000796892 205.968 1 1 521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1985.08 0.00249309 120.413 1 1 637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 83. Log joint probability = 940.824. Improved by 1.28174e-06.
499 2049.07 0.000268518 92.6316 1 1 638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 84. Log joint probability = 940.824. Improved by 2.62314e-06.
511 2049.28 5.87673e-05 90.7566 3.479e-07 0.001 683 LS failed, Hessian reset
584 1991.06 0.000316397 280.994 1.886e-06 0.001 776 LS failed, Hessian reset
599 1992.48 0.0111865 428.143 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 85. Log joint probability = 940.824. Improved by 8.10185e-06.
599 2050.18 0.000558904 120.641 0.7924 0.7924 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
636 1993.6 7.46667e-05 124.595 5.436e-07 0.001 870 LS failed, Hessian reset
Iteration 86. Log joint probability = 940.824. Improved by 2.15416e-05.
621 2050.7 4.14056e-05 77.2132 4.079e-07 0.001 851 LS failed, Hessian reset
699 1994.49 0.00257059 136.757 0.4313 1 945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2051.33 0.000725969 175.173 0.6649 0.6649 945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
753 1995.5 8.4768e-05 112.027 3.193e-07 0.001 1058 LS failed, Hessian reset
Iteration 87. Log joint probability = 940.824. Improved by 9.99046e-08.
799 1996.03 0.000276313 117.913 0.6338 0.6338 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
730 2053.05 8.70596e-05 156.009 3.644e-07 0.001 1017 LS failed, Hessian reset
Iteration 88. Log joint probability = 940.824. Improved by 3.80204e-06.
799 2054.29 0.000680992 196.064 1 1 1098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 89. Log joint probability = 940.824. Improved by 6.91905e-06.
Iteration 90. Log joint probability = 940.824. Improved by 8.81434e-07.
891 1997 0.000154407 222.245 6.362e-07 0.001 1288 LS failed, Hessian reset
899 1997.17 0.000435594 143.932 0.4868 0.4868 1297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2054.55 0.000205486 85.2835 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 91. Log joint probability = 940.824. Improved by 1.48959e-06.
929 2054.55 2.39839e-07 63.6409 0.3368 1 1266
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 1998.05 0.000205007 88.2257 0.5554 0.5554 1419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 92. Log joint probability = 940.824. Improved by 3.21123e-05.
1046 1998.13 4.39251e-05 81.4577 6.366e-07 0.001 1517 LS failed, Hessian reset
1099 1998.13 1.15932e-05 72.1794 3.544 0.7707 1588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 93. Log joint probability = 940.824. Improved by 4.55302e-06.
1199 1998.44 0.00048819 204.064 0.8259 0.8259 1711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 94. Log joint probability = 940.824. Improved by 1.66191e-05.
1292 1998.9 6.15995e-05 109.752 3.588e-07 0.001 1865 LS failed, Hessian reset
1299 1999.04 0.00036891 297.296 0.415 0.415 1874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 95. Log joint probability = 940.824. Improved by 5.98191e-06.
Iteration 96. Log joint probability = 940.824. Improved by 5.39168e-06.
1388 1999.78 0.000104886 70.2298 1.475e-06 0.001 2012 LS failed, Hessian reset
1399 1999.79 2.76234e-06 71.1419 0.9541 0.9541 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iteration 97. Log joint probability = 940.824. Improved by 1.637e-08.
1443 1999.79 1.60578e-05 70.9971 1.877e-07 0.001 2127 LS failed, Hessian reset
1464 1999.79 7.0361e-08 75.8879 0.3533 0.3533 2158
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iteration 98. Log joint probability = 940.824. Improved by 9.56959e-07.
Iteration 99. Log joint probability = 940.824. Improved by 1.72058e-06.
Iteration 100. Log joint probability = 940.824. Improved by 4.44317e-06.
Iteration 101. Log joint probability = 940.824. Improved by 1.20678e-06.
Iteration 102. Log joint probability = 940.824. Improved by 7.65189e-07.
Iteration 103. Log joint probability = 940.824. Improved by 5.86761e-07.
Iteration 104. Log joint probability = 940.824. Improved by 3.39143e-07.
Iteration 105. Log joint probability = 940.824. Improved by 3.36842e-07.
Iteration 106. Log joint probability = 940.824. Improved by 1.26105e-07.
Iteration 107. Log joint probability = 940.824. Improved by 4.12222e-08.
Iteration 108. Log joint probability = 940.824. Improved by 8.04198e-08.
Iteration 109. Log joint probability = 940.824. Improved by 2.54255e-07.
Iteration 110. Log joint probability = 940.824. Improved by 6.71648e-07.
Iteration 111. Log joint probability = 940.824. Improved by 4.32192e-09.
Mean absolute percentage error in a first week horizon 0.04226402289329075
Finally we can use this cross validation technique to find what hyper parameters are expected to provide the best model on a test set. We will attempt to find better hyperparameters for two arguments of the prophet model:
changepoint_prior_scale : This parameter determines the flexibility of the trend, and in particular how much the trend changes at the trend changepoints.seasonality_prior_scale : This parameter controls the flexibility of the seasonality. Similarly, a large value allows the seasonality to fit large fluctuations, a small value shrinks the magnitude of the seasonality.# Parameters grids to evaluate
param_grid = {
'changepoint_prior_scale': np.linspace(0.2,2,3) ,
'seasonality_prior_scale': np.logspace(-2,1,3),
}
# Performs cross validation
tuning_results = prophet_cross_validation(param_grid, stock, quotes_sentiment, metric = 'mape')
# Outputs the best parameters in terms of mean MAPE on validation set
tuning_results[tuning_results.mape == tuning_results.mape.min()]
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fba9046fd60>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3364.05 0.0640954 1285.75 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3458.4 0.0250741 479.271 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3498.37 0.103136 512.71 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3548.51 0.782629 2754.51 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3603.4 0.0904297 1303 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3626.9 0.035677 491.251 1 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3636.4 0.00245301 91.8286 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3654.7 0.00388239 810.848 1 1 915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3663.11 0.00223897 131.665 1 1 1027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3667.89 0.000411282 69.4286 0.5307 0.5307 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3675.34 0.0314928 818.752 0.1458 1 1246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3690.66 0.032661 186.132 1 1 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3713.48 0.0136998 170.973 1 1 1471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3717.84 0.0136131 325.362 1 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3721.12 0.00297189 279.076 1 1 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3723.51 0.000365418 140.445 0.1244 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3726.36 0.00499105 148.813 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3728.11 5.28227e-05 42.8737 1 1 2030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3728.64 0.0017289 187.992 1 1 2136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3728.81 0.000811257 33.3622 1 1 2254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3729.66 0.000316143 73.1616 1 1 2364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3730.67 0.00035253 145.554 0.6076 0.6076 2476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3730.93 0.000874411 38.5868 1 1 2587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3731.89 0.000857693 25.4759 1 1 2705
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2415 3731.91 2.76096e-05 77.9046 3.124e-07 0.001 2759 LS failed, Hessian reset
2430 3731.94 3.47754e-06 12.3796 2.749e-07 0.001 2823 LS failed, Hessian reset
2499 3732.03 9.41674e-05 19.5307 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3732.2 0.00282668 125.295 0.5182 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3732.85 0.000409341 30.0975 1 1 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2781 3733.11 1.41105e-05 40.6441 4.72e-07 0.001 3264 LS failed, Hessian reset
2799 3733.15 0.000523738 98.2745 1 1 3283
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2858 3733.23 2.69874e-05 32.0562 1.916e-06 0.001 3391 LS failed, Hessian reset
2899 3733.24 4.06214e-05 43.8764 0.6745 0.6745 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3733.36 0.00320631 53.0664 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3061 3733.47 4.2851e-05 25.8366 9.881e-07 0.001 3677 LS failed, Hessian reset
3079 3733.47 2.74348e-06 11.2116 3.483e-07 0.001 3740 LS failed, Hessian reset
3099 3733.48 0.000336628 51.184 1 1 3761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3733.52 2.54897e-05 18.7697 0.1689 0.6358 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3734.39 0.0358033 130.02 1 1 3999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3735.16 0.00153535 122.483 1 1 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3450 3735.2 3.3418e-06 11.0456 2.339e-07 0.001 4218 LS failed, Hessian reset
3468 3735.21 6.63119e-06 22.8955 2.507e-07 0.001 4277 LS failed, Hessian reset
3499 3735.21 7.86431e-05 14.6977 1 1 4315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3535 3735.26 5.08527e-06 16.8902 4.348e-07 0.001 4402 LS failed, Hessian reset
3599 3735.27 6.85699e-06 21.5633 4.919e-07 0.001 4523 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3735.28 0.000333821 30.9308 0.417 1 4650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3794 3735.42 2.61071e-05 69.9417 4.418e-07 0.001 4801 LS failed, Hessian reset
3799 3735.43 1.73712e-05 13.9886 0.2477 1 4807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3835 3735.43 4.99371e-06 10.4035 1 1 4860
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 422.719 0.00203983 205.199 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 423.53 0.000441606 61.8066 1 1 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 423.802 0.00141315 38.98 1 1 355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
336 423.891 5.67762e-05 70.8879 6.436e-07 0.001 433 LS failed, Hessian reset
399 423.987 0.000580314 41.7351 1 1 508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
402 423.99 8.99173e-05 55.5916 3.721e-06 0.001 552 LS failed, Hessian reset
495 424.052 2.88003e-05 38.9149 5.695e-07 0.001 698 LS failed, Hessian reset
499 424.063 0.000752247 46.793 1 1 702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
591 424.124 3.44909e-05 48.4946 9.233e-07 0.001 853 LS failed, Hessian reset
599 424.149 0.000364932 66.4008 1 1 861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 424.181 1.59809e-05 18.5367 0.6136 0.6136 974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
753 424.181 3.41298e-07 18.8134 0.2183 1 1045
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 607.505 0.00697042 260 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 609.021 0.00126298 105.888 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 609.793 0.00389741 48.967 1 1 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 610.376 0.000287017 33.0564 0.4906 0.4906 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 610.561 8.64945e-05 19.6394 0.7885 0.7885 586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 499.377 0.0005735 67.9962 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 610.703 6.60279e-05 28.4089 0.6637 0.6637 697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 500.439 0.00395559 82.713 0.7074 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 685.881 0.0020957 273.81 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 501.096 0.000294 45.3962 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 687.622 0.00124779 40.8245 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 764.544 0.000423313 89.0184 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 610.744 3.64591e-06 20.1079 0.597 0.597 810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 688.852 0.00227413 136.121 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 838.982 0.0111025 152.755 0.8078 0.8078 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
718 610.759 0.000131025 56.3299 5.036e-06 0.001 892 LS failed, Hessian reset
399 501.479 0.000920484 39.5216 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 610.805 7.72641e-06 19.2175 0.7177 0.7177 983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 766.364 0.00143843 61.1075 1 1 216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 501.597 6.57012e-05 26.1518 1 1 579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
830 610.806 4.37436e-06 20.0413 1.973e-07 0.001 1063 LS failed, Hessian reset
850 610.806 5.59141e-08 16.9747 0.1964 0.1964 1089
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 904.977 0.00201537 122.017 0.7857 0.7857 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 562.245 0.00868447 304.403 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 840.351 0.000379428 67.6285 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 501.853 0.0001711 18.2703 1 1 697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
620 501.862 2.95921e-05 37.141 1.111e-06 0.001 758 LS failed, Hessian reset
299 767.122 0.000191083 29.1925 0.9604 0.9604 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 689.331 0.0035477 46.3553 0.2994 1 468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 563.546 0.00161253 121.174 0.3368 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 501.903 3.45682e-05 19.601 0.3081 0.8488 865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 840.794 0.00818561 206.174 1 1 356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
440 689.393 2.24714e-05 28.9826 6.158e-07 0.001 555 LS failed, Hessian reset
710 501.908 1.70178e-05 30.6856 4.65e-07 0.001 915 LS failed, Hessian reset
299 563.973 0.00230039 56.1172 2.353 0.2353 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
476 689.4 2.47415e-05 36.8578 8.362e-07 0.001 633 LS failed, Hessian reset
199 906.322 0.000784645 66.3647 0.9534 0.9534 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 689.4 1.40264e-07 19.671 0.5094 0.5094 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
502 689.4 1.99672e-07 16.4458 0.2844 1 668
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 841.35 0.000538912 52.1152 1 1 480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 564.969 0.000110282 108.294 0.3477 0.3477 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
354 767.549 6.81398e-05 70.4141 1.643e-06 0.001 439 LS failed, Hessian reset
786 501.937 9.14157e-05 84.1169 3.065e-06 0.001 1061 LS failed, Hessian reset
799 501.956 0.000128602 25.5121 0.9939 0.9939 1074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
238 906.477 2.77444e-05 36.9224 8.702e-07 0.001 315 LS failed, Hessian reset
499 565.26 0.00128932 30.0698 0.3807 1 580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 501.97 0.000234302 25.3316 1 1 1199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
510 565.29 2.39473e-05 31.6949 4.388e-07 0.001 646 LS failed, Hessian reset
399 767.751 0.000445021 37.5732 1 1 489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 841.493 0.000153866 80.7605 0.4847 0.4847 607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
953 502.108 0.000156274 136.843 3.249e-06 0.001 1301 LS failed, Hessian reset
999 502.22 0.00042318 33.008 1.431 0.2877 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 767.956 0.000262084 36.1291 0.3152 1 605
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 906.638 0.00163335 83.9974 1 1 389
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
593 565.333 3.74842e-06 23.5341 1.823e-07 0.001 789 LS failed, Hessian reset
599 565.333 1.58526e-07 17.7693 0.2754 0.2754 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
605 565.333 1.07434e-07 20.0096 0.06208 1 808
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
315 906.708 9.36848e-05 37.5566 2.002e-06 0.001 447 LS failed, Hessian reset
1099 502.259 5.28949e-05 20.7592 1 1 1482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 841.607 0.00405606 31.0431 1 1 738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1114 502.262 4.29557e-05 21.0913 2.072e-06 0.001 1544 LS failed, Hessian reset
346 906.848 4.42289e-05 62.2807 4.006e-07 0.001 522 LS failed, Hessian reset
1199 502.271 0.000111549 20.2853 1 1 1646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 599 768.219 9.14881e-05 22.4735 1 1 720
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 906.909 3.64955e-05 18.9889 0.2761 1 594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 502.28 2.83092e-05 21.4675 0.6374 0.6374 1769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1324 502.285 4.82694e-05 53.7592 1.869e-06 0.001 1839 LS failed, Hessian reset
699 841.677 0.000116443 19.6986 0.8127 0.8127 849
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 907.457 6.33677e-05 18.4296 0.6953 0.6953 724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 768.248 3.09988e-06 18.5558 0.9365 0.9365 839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 502.291 4.72911e-06 17.569 0.2868 1 1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1491 502.294 7.1325e-07 13.832 3.454e-08 0.001 2085 LS failed, Hessian reset
729 841.69 1.34098e-05 19.3204 4.1e-07 0.001 924 LS failed, Hessian reset
1498 502.294 2.7055e-08 18.1403 0.0735 0.9463 2097
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
762 768.323 1.38536e-05 17.7887 4.355e-07 0.001 961 LS failed, Hessian reset
564 907.599 5.9593e-05 84.7381 4.069e-07 0.001 841 LS failed, Hessian reset
599 907.636 0.000272487 45.8407 0.2654 1 880
799 768.4 0.000250956 28.6315 0.6288 0.6288 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 841.697 6.76628e-06 12.8755 0.928 0.928 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
807 841.697 1.16377e-06 16.6595 7.02e-08 0.001 1052 LS failed, Hessian reset
830 768.422 7.18546e-05 28.8191 3.047e-06 0.001 1073 LS failed, Hessian reset
821 841.697 1.05215e-07 14.2563 0.3207 1 1073
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
610 907.651 6.52958e-05 47.5981 2.777e-06 0.001 945 LS failed, Hessian reset
899 768.431 0.00074824 22.0511 1 1 1151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
677 907.727 3.48007e-05 35.9423 3.157e-07 0.001 1070 LS failed, Hessian reset
699 907.758 5.45497e-05 24.965 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 768.443 2.12138e-05 17.6325 0.6803 0.6803 1267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1036 768.443 2.1417e-07 16.1188 0.1304 0.388 1313
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
736 907.767 1.44365e-05 23.8204 4.204e-07 0.001 1196 LS failed, Hessian reset
799 907.78 0.00204012 41.3474 0.8766 0.8766 1269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 907.87 0.000286297 28.0023 1 1 1393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
921 907.918 3.83007e-05 59.431 5.656e-07 0.001 1467 LS failed, Hessian reset
987 907.975 2.18422e-05 35.0786 9.118e-07 0.001 1583 LS failed, Hessian reset
999 907.976 1.09521e-05 17.1082 1 1 1596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1047 907.981 2.5132e-05 47.4203 8.847e-07 0.001 1710 LS failed, Hessian reset
1099 907.984 3.26783e-06 15.0687 0.5984 0.5984 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1168 907.99 1.44701e-05 26.1214 4.541e-07 0.001 1905 LS failed, Hessian reset
1199 908 2.76073e-05 17.7993 0.2329 1 1944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1232 908.001 5.37328e-06 19.1945 2.063e-07 0.001 2030 LS failed, Hessian reset
1250 908.001 3.97443e-07 16.7977 0.6498 1 2055
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 938.398 0.0642469 1269.34 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 944.209 0.00705826 183.769 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 946.993 0.00131256 99.5908 1 1 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 947.892 7.84245e-05 128.619 0.5454 0.5454 473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
416 947.93 1.30143e-05 22.5236 5.472e-07 0.001 533 LS failed, Hessian reset
438 948.044 7.25012e-05 108.44 6.903e-07 0.001 604 LS failed, Hessian reset
499 948.202 0.00383935 82.8564 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
532 948.769 2.54597e-05 42.0501 6.442e-07 0.001 761 LS failed, Hessian reset
599 949.603 0.000427356 62.0072 1 1 839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 949.733 5.56182e-06 16.4537 0.3211 0.9845 964
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
733 949.763 1.86329e-05 19.9682 9.622e-07 0.001 1054 LS failed, Hessian reset
756 949.766 4.13568e-05 33.3634 2.002e-06 0.001 1119 LS failed, Hessian reset
799 949.77 2.47168e-05 21.4348 0.6651 0.6651 1177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
872 949.837 2.73952e-05 42.3252 5.51e-07 0.001 1316 LS failed, Hessian reset
899 949.86 8.14335e-05 18.2283 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 949.893 5.39877e-06 16.0022 0.3595 0.3595 1483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1017 949.894 1.74351e-05 25.046 8.939e-07 0.001 1562 LS failed, Hessian reset
1039 949.894 2.6814e-06 19.9701 1.413e-07 0.001 1624 LS failed, Hessian reset
1047 949.894 2.51953e-08 15.3686 0.009273 1 1637
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 988.296 0.00971538 517.414 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 992.487 0.023073 182.268 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1012.65 0.00710009 125.582 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1000.24 0.00893255 171.192 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1042.9 0.00233367 409.482 0.7534 0.7534 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1032.23 0.0279986 543.516 1 1 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1001.37 0.00048041 32.6 0.2995 0.2995 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1106.9 0.00290302 587.397 0.2809 0.2809 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1045.9 0.0164663 293.112 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1002.19 0.00129081 61.464 1 1 582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1064.31 0.023944 530.954 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1128.32 0.0224247 199.191 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1048.83 0.00795551 229.927 0.5161 0.5161 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1079.81 0.00614977 96.809 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
402 1048.93 1.89408e-05 32.7174 2.985e-07 0.001 486 LS failed, Hessian reset Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1002.86 0.000340537 37.7667 1 1 699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1140.04 0.0038683 127.44 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1136.68 0.0243545 359.437 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
466 1049.66 6.5707e-05 113.642 4.299e-07 0.001 593 LS failed, Hessian reset
399 1086 0.0108028 117.244 0.9396 0.9396 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1050.06 0.000295101 54.2549 0.3324 0.9091 636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1003.12 0.000369415 54.8871 1 1 827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1155.42 0.00903195 315.709 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1192.12 0.00134201 188.76 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1087.73 0.0139712 125.137 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1143.68 0.000756717 36.5954 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1003.29 0.00108937 31.0388 0.6067 0.6067 955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1182.81 0.00956901 261.563 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1090.2 0.00379874 100.203 0.9373 0.9373 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1150.17 0.00218389 421.047 0.8967 0.8967 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
604 1090.21 1.44003e-05 28.3917 5.864e-07 0.001 739 LS failed, Hessian reset
199 1242.26 0.0297672 530.926 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1188.95 0.00181157 136.096 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1050.6 6.69847e-05 120.054 4.915e-07 0.001 814 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1152.88 0.000685903 107.174 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
660 1090.71 5.95184e-05 58.4809 2.433e-06 0.001 837 LS failed, Hessian reset
872 1003.82 3.86754e-05 58.2216 6.857e-07 0.001 1132 LS failed, Hessian reset
499 1199.28 0.0528019 137.162 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1050.97 9.01244e-05 23.816 0.8613 0.8613 931
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1090.83 0.00205205 66.2848 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1004.07 0.00105169 69.3364 1 1 1161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1153.95 0.000781901 54.1563 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1248.98 0.00156078 86.8214 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
761 1051.1 3.05442e-05 49.2257 6.633e-07 0.001 1048 LS failed, Hessian reset
599 1202.73 0.00188427 157.764 0.276 0.276 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1094.15 0.000806379 85.6798 0.5676 0.5676 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1051.1 3.43825e-06 17.6335 0.8399 0.8399 1091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1004.4 0.00337423 91.5764 0.5068 1 1280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1156.57 0.0106611 213.296 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
839 1051.43 0.000226542 205.059 1.026e-06 0.001 1175 LS failed, Hessian reset
699 1205.39 0.00022449 39.6613 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1095.26 0.00140743 54.1103 1 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1253.55 0.00591541 367.038 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1004.56 2.99286e-05 24.7143 0.2598 0.2598 1401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1051.75 0.000105892 28.2235 1 1 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1095.97 0.00130919 111.711 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1137 1004.61 3.49255e-05 34.7668 1.372e-06 0.001 1482 LS failed, Hessian reset
799 1209.36 0.0555987 221.087 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
938 1051.81 5.40185e-05 40.0067 1.981e-06 0.001 1328 LS failed, Hessian reset
899 1158.95 0.00212146 101.43 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1258.17 0.00538672 204.294 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
986 1051.83 1.14899e-05 24.2977 3.622e-07 0.001 1422 LS failed, Hessian reset
932 1159.19 5.6583e-05 85.6856 6.428e-07 0.001 1098 LS failed, Hessian reset
999 1051.83 2.35274e-05 21.7271 0.3694 0.3694 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1060 1096.41 0.000102294 98.9216 1.245e-06 0.001 1359 LS failed, Hessian reset
1021 1051.83 2.15142e-07 18.389 0.73 0.31 1472
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 1004.64 0.00179573 114.7 0.225 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1211.68 0.000232731 48.9157 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1096.64 0.000678109 57.0326 1 1 1408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
975 1159.42 9.87493e-05 66.119 4.223e-06 0.001 1187 LS failed, Hessian reset
1200 1004.64 3.57555e-05 37.4679 3.117e-07 0.001 1596 LS failed, Hessian reset
599 1261.69 0.00378864 149.132 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1252.98 0.00232248 300.312 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1159.46 0.00165673 46.7845 1 1 1212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1256 1004.65 1.53428e-07 20.6432 0.3584 1 1672
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1170 1096.74 4.089e-05 56.4564 1.072e-06 0.001 1530 LS failed, Hessian reset
999 1212.48 0.00294955 131.061 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1096.78 0.000167022 22.7796 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1263.77 0.0010262 110.531 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1039 1159.6 2.4163e-05 49.2933 4.713e-07 0.001 1298 LS failed, Hessian reset
1231 1096.93 3.52697e-05 58.7579 5.966e-07 0.001 1648 LS failed, Hessian reset
1099 1159.71 0.000330051 68.2131 1 1 1366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1264.91 0.000104202 25.9672 0.4235 0.4235 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1097.07 0.00011196 26.6443 1 1 1736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1292.35 0.00284037 427.054 0.7675 0.7675 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1213.27 0.000212663 98.6904 0.2253 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1161.29 0.00138204 280.335 0.1661 0.8005 1478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1097.44 0.000451616 48.3818 0.643 0.643 1852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1266 0.00698429 99.5594 1 1 1032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1304.39 0.00189552 88.1036 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
919 1266.79 0.000129007 201.083 2.475e-07 0.001 1095 LS failed, Hessian reset
1299 1162.28 7.41302e-05 25.9472 1 1 1592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1468 1097.53 2.39574e-05 45.1962 3.563e-07 0.001 1984 LS failed, Hessian reset
399 1312.7 0.0118566 334.016 0.474 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1097.56 1.32635e-05 16.4654 0.363 0.363 2022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1167 1213.57 2.23162e-05 43.0049 4.057e-07 0.001 1355 LS failed, Hessian reset
999 1267.63 0.00451245 82.9098 0.379 1 1190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1318 1162.5 1.40302e-05 29.1141 5.902e-07 0.001 1663 LS failed, Hessian reset
1199 1213.7 4.82948e-05 33.4817 0.4389 0.4389 1391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1097.69 9.60941e-05 16.2932 0.3386 1 2143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1162.81 0.000141865 19.3329 1 1 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1319.48 0.000255491 45.0791 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1268.16 0.00102452 43.9729 0.2027 1 1315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1213.9 4.0979e-05 70.4511 2.614e-07 0.001 1552 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1650 1097.84 8.01227e-05 34.7678 1.467e-06 0.001 2237 LS failed, Hessian reset
1129 1268.29 1.70784e-05 38.4301 4.525e-07 0.001 1391 LS failed, Hessian reset
1699 1097.91 1.17284e-05 37.1481 0.4377 0.4377 2291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1322.91 0.0028515 217.519 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1163.59 0.00419757 34.8449 1 1 1895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1268.41 0.000258691 41.5323 1 1 1478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1214.32 0.0154654 306.03 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1731 1097.95 1.78709e-05 32.215 7.27e-07 0.001 2377 LS failed, Hessian reset
699 1325.53 0.000538102 70.2678 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1599 1164.09 0.000160799 25.4142 0.3638 0.8494 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1782 1097.98 6.30964e-05 70.1324 1.757e-06 0.001 2475 LS failed, Hessian reset
1603 1164.1 1.89416e-05 35.33 5.7e-07 0.001 2071 LS failed, Hessian reset
1799 1097.99 8.18564e-05 19.5165 1 1 2494
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1268.92 0.000652977 43.2288 1 1 1607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1466 1215.05 5.29878e-05 83.302 1.07e-06 0.001 1790 LS failed, Hessian reset
799 1330.29 0.00218402 42.0659 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1215.2 0.000231839 23.7605 1 1 1829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1874 1098.78 0.000110926 118.864 2.505e-07 0.001 2628 LS failed, Hessian reset
1652 1164.12 7.26156e-05 53.9205 1.316e-06 0.001 2173 LS failed, Hessian reset
1899 1098.9 0.000456688 34.7213 0.3032 1 2654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1344 1269 6.48324e-06 15.461 3.635e-07 0.001 1699 LS failed, Hessian reset
1900 1098.9 2.98725e-05 42.2501 8.604e-07 0.001 2702 LS failed, Hessian reset
1699 1164.14 0.00133688 59.5145 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1215.36 0.00040909 69.1234 0.2561 1 1946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1331.9 0.00159014 71.4606 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1921 1098.97 1.56861e-05 31.342 4.984e-07 0.001 2764 LS failed, Hessian reset
1605 1215.37 1.52462e-05 31.7886 4.159e-07 0.001 2010 LS failed, Hessian reset
1784 1164.5 9.6411e-05 193.228 3.393e-07 0.001 2375 LS failed, Hessian reset
1992 1099.13 2.24713e-05 39.0297 3.345e-07 0.001 2894 LS failed, Hessian reset
1999 1099.16 0.000564496 134.01 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1269.03 0.000303252 37.3472 1 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
964 1332.89 1.662e-05 42.5624 2.555e-07 0.001 1132 LS failed, Hessian reset
1799 1164.61 0.00179712 233.199 1 1 2392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1333.25 0.00211044 211.871 0.3405 1 1173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2046 1099.23 2.15674e-05 28.6068 2.599e-07 0.001 2997 LS failed, Hessian reset
1806 1164.66 1.76892e-05 34.448 8.41e-07 0.001 2442 LS failed, Hessian reset
2099 1099.25 0.000201617 23.987 0.3173 0.3173 3071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1269.62 0.00050442 27.7916 1 1 1883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1827 1164.71 6.31481e-05 27.3404 1.166e-06 0.001 2513 LS failed, Hessian reset
1699 1215.59 0.0212694 65.7847 1 1 2121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1333.59 0.000411764 79.0661 1 1 1294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2109 1099.28 4.1917e-05 56.4509 2.621e-07 0.001 3138 LS failed, Hessian reset
1899 1164.83 0.000505159 88.6339 1 1 2603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1121 1333.65 1.0506e-05 28.4847 3.102e-07 0.001 1370 LS failed, Hessian reset
2137 1099.34 1.7092e-05 33.3315 3.743e-07 0.001 3204 LS failed, Hessian reset
1922 1164.86 2.00434e-05 39.6849 6.034e-07 0.001 2672 LS failed, Hessian reset
1599 1269.82 0.000457286 23.9255 1 1 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1099.37 8.40645e-05 21.9127 0.2619 1 3277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1707 1215.6 9.95759e-05 103.627 3.255e-06 0.001 2206 LS failed, Hessian reset
1199 1333.88 0.00232398 92.9519 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1641 1269.87 1.37203e-05 23.1277 2.407e-07 0.001 2102 LS failed, Hessian reset
1999 1164.88 2.04254e-06 19.0369 0.6937 0.6937 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2284 1099.44 6.53955e-05 50.3584 2.328e-06 0.001 3422 LS failed, Hessian reset
2299 1099.47 0.000164351 49.9323 1 1 3441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2014 1164.89 2.43836e-05 34.239 2.419e-07 0.001 2840 LS failed, Hessian reset
1299 1334.26 0.000852132 59.3081 1 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1680 1269.89 3.04236e-05 54.1215 1.081e-06 0.001 2196 LS failed, Hessian reset
2058 1164.89 2.89435e-07 18.0017 0.4283 0.4283 2900
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 1269.92 4.03874e-05 17.3216 0.5858 0.5858 2217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1215.93 0.000448705 37.7585 0.5879 0.5879 2310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1841 1215.97 2.95626e-05 46.0373 8.244e-07 0.001 2399 LS failed, Hessian reset
1399 1334.47 0.000149767 36.6696 1 1 1701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2387 1099.49 1.56886e-06 17.0372 7.69e-08 0.001 3595 LS failed, Hessian reset
1899 1215.98 2.01365e-05 19.3141 0.2753 0.7792 2474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2393 1099.49 2.70746e-07 15.9394 0.248 0.8054 3603
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1270.08 0.00695405 35.484 1 1 2344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1916 1216 1.89897e-05 43.3392 4.055e-07 0.001 2536 LS failed, Hessian reset
1445 1334.54 3.04875e-05 32.8934 1.801e-07 0.001 1799 LS failed, Hessian reset
1957 1216.03 1.40642e-05 26.8835 2.669e-07 0.001 2630 LS failed, Hessian reset
1499 1334.57 3.1431e-05 13.4042 1 1 1867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1216.03 0.00127905 58.234 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1872 1270.16 1.3141e-05 29.4988 3.223e-07 0.001 2486 LS failed, Hessian reset
1899 1270.18 3.58356e-06 17.4515 0.4427 0.4427 2526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1334.86 0.00356074 54.4704 1 1 1979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2047 1216.08 0.000117734 95.1163 3.279e-06 0.001 2786 LS failed, Hessian reset
2090 1216.11 2.45151e-05 37.19 1.354e-06 0.001 2866 LS failed, Hessian reset
2099 1216.11 2.11269e-05 15.9511 0.7456 0.7456 2877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1335.49 0.00154749 48.6694 1 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2134 1216.11 4.28983e-05 49.2515 1.529e-06 0.001 2955 LS failed, Hessian reset
1999 1270.34 0.000364572 34.0015 1 1 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1216.12 0.000174163 36.8877 1 1 3034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2022 1270.35 3.71028e-05 28.9853 2.048e-06 0.001 2699 LS failed, Hessian reset
1752 1335.62 9.00999e-06 24.1085 2.431e-07 0.001 2197 LS failed, Hessian reset
1799 1335.69 0.000789401 66.2598 0.4452 1 2252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1270.43 0.000506927 28.5356 1 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1216.15 7.6043e-06 22.8231 0.5677 0.5677 3160
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1829 1335.75 1.85759e-05 49.892 2.668e-07 0.001 2339 LS failed, Hessian reset
2399 1216.55 0.00729448 42.0273 1 1 3274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1270.59 0.000273574 36.0665 0.3662 0.3662 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1335.85 0.000505063 70.5948 1 1 2421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2228 1270.6 3.83904e-05 20.2063 2.186e-06 0.001 2993 LS failed, Hessian reset
2299 1270.67 0.00191699 71.8832 0.4924 1 3083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1335.88 2.66467e-05 24.5921 1 1 2548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1216.75 3.05526e-05 17.9999 0.1739 1 3404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2024 1335.98 5.77917e-05 103.996 1.907e-07 0.001 2620 LS failed, Hessian reset
2523 1216.75 3.4525e-07 16.8707 0.1862 1 3442
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2391 1270.8 1.97e-05 36.6232 5.527e-07 0.001 3232 LS failed, Hessian reset
2399 1270.81 0.000108054 22.4927 0.3493 1 3242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2087 1336.02 4.05986e-05 31.9644 1.33e-06 0.001 2754 LS failed, Hessian reset
2099 1336.02 2.24281e-05 15.3016 0.3404 1 2770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1270.85 0.000136297 20.5071 1 1 3356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2144 1336.02 1.66934e-06 13.4279 0.3315 1 2825
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 1270.94 6.42963e-05 18.8729 1 1 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1271.01 4.84755e-05 33.2253 1.811 0.1811 3592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2706 1271.01 1.09989e-05 25.8902 4.386e-07 0.001 3645 LS failed, Hessian reset
2799 1271.04 0.000458432 20.3766 4.284 0.4284 3763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2861 1271.09 9.85461e-06 23.0239 3.414e-07 0.001 3875 LS failed, Hessian reset
2899 1271.1 7.09184e-06 16.7003 0.8002 0.8002 3923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2992 1271.12 1.12626e-05 23.0739 2.574e-07 0.001 4094 LS failed, Hessian reset
2999 1271.13 6.93553e-06 12.271 0.9909 0.9909 4103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3010 1271.13 1.27744e-05 19.3782 8.456e-07 0.001 4159 LS failed, Hessian reset
3017 1271.13 7.0475e-08 13.2418 0.1595 0.1595 4169
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1324.83 0.00451911 309.088 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1341.46 0.00483479 294.05 0.4532 0.4532 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1367.13 0.00360709 313.259 0.2486 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1377.02 0.00337414 330.247 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1379.13 0.005201 77.3437 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
586 1386.15 0.000160538 204.52 1.018e-06 0.001 693 LS failed, Hessian reset
599 1386.98 0.00333862 540.669 1 1 707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1389.5 0.00256934 86.7006 1 1 817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1391.74 0.000255123 98.0476 0.3869 0.3869 934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1392.81 0.00558086 312.235 1 1 1051
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1393.43 0.00282364 190.098 1 1 1157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1337.94 0.0104533 327.549 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1357.25 0.00180734 153.405 0.8111 0.8111 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1394.41 0.0400115 141.331 0.2886 1 1272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1395.74 0.0219562 370.358 3.909 0.3909 1386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1391.66 0.00210802 240.342 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1359.68 0.00595214 165.009 1 1 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1212 1396.08 3.48083e-05 86.7315 4.929e-07 0.001 1437 LS failed, Hessian reset
399 1408.88 0.00220567 473.914 0.6561 0.6561 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1398.65 0.012184 481.499 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1396.66 0.000216644 35.8913 1 1 1539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1413.01 0.004276 175.926 0.8012 0.8012 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1432.86 0.00156954 99.5673 0.4898 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1397.16 0.000558897 27.2127 1 1 1654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1446.75 0.00635916 324.453 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1423.98 3.58353e-05 75.0369 2.625e-07 0.001 716 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1448 1397.56 1.74671e-05 38.954 5.82e-07 0.001 1758 LS failed, Hessian reset
446 1448.56 1.94223e-05 30.4593 2.638e-07 0.001 555 LS failed, Hessian reset
699 1426 0.00224234 97.6296 1 1 830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1450.41 0.00196167 100.077 0.447 1 612
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1495 1397.61 6.54624e-06 17.5582 3.403e-07 0.001 1862 LS failed, Hessian reset
1499 1397.62 0.000134035 23.1752 1 1 1867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1426.79 0.00101494 86.5774 1 1 941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1453.81 0.0040313 153.41 1 1 722
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1398.43 8.91887e-05 61.8508 0.8308 0.8308 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1455.15 0.00389302 63.2435 1 1 832
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1427.47 0.0028135 87.1969 1 1 1055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1639 1398.61 2.16095e-05 49.7529 5.449e-07 0.001 2083 LS failed, Hessian reset
799 1456.53 0.00324292 183.263 1 1 946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1667 1398.69 8.96549e-06 20.181 2.28e-07 0.001 2150 LS failed, Hessian reset
999 1429.67 0.00034185 173.318 0.418 0.418 1173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1398.73 8.21199e-05 21.0808 1 1 2193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1457.13 0.000608395 79.9248 0.2834 1 1063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1430.47 0.000198099 40.1735 1 1 1288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1732 1398.79 5.99382e-05 88.6531 9.637e-07 0.001 2285 LS failed, Hessian reset
999 1457.78 0.00294791 186.668 1 1 1179
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1756 1398.9 9.8016e-06 23.4295 2.402e-07 0.001 2351 LS failed, Hessian reset
1199 1430.98 0.000944814 144.684 1.191 0.1191 1408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1398.96 6.43583e-05 21.0203 0.2404 0.2404 2410
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1431.29 4.50002e-05 24.7495 0.03177 1 1528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1399.18 0.0075202 139.539 1 1 2528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1461.59 0.0161319 268.831 1 1 1297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1431.82 0.00235342 45.6658 1 1 1648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1914 1399.36 0.000104738 49.1934 1.266e-06 0.001 2591 LS failed, Hessian reset
1199 1462.69 0.00146 129.92 1 1 1405
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1432.01 0.00162344 41.8912 0.7578 0.7578 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1402.48 0.00141464 275.591 0.397 0.397 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1463.39 0.00501639 77.7155 1 1 1515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1399.76 0.000354939 23.8269 1 1 2696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1432.63 0.00537421 147.027 1 1 1881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1304 1463.4 5.30036e-05 23.0341 1.348e-06 0.001 1557 LS failed, Hessian reset
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2023 1399.82 1.46182e-05 31.5995 5.627e-07 0.001 2773 LS failed, Hessian reset
1699 1433.27 0.00184882 18.5016 1 1 2003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1458.55 0.0912404 1930.65 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1463.73 0.00615 152.239 1 1 1663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1399.87 0.000464778 30.1941 1 1 2875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1433.46 0.000458883 33.4699 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1413.55 0.00148883 93.9288 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1482 1465.69 4.70394e-05 106.972 3.882e-07 0.001 1792 LS failed, Hessian reset
1499 1466.04 0.00307254 178.034 1 1 1809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1400.01 0.000447286 33.3151 1 1 2995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1477.2 0.0161961 597.157 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1858 1433.64 6.03851e-05 38.9721 1.152e-06 0.001 2224 LS failed, Hessian reset
199 1493.89 0.0294609 500.287 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1433.65 0.000165314 26.2953 0.8043 0.8043 2275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1467.73 0.000381124 117.627 0.3349 0.3349 1934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1400.28 0.000823042 81.7351 0.04619 0.2816 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1497.67 0.0114386 280.081 0.983 0.983 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1516.68 0.00201987 90.3668 1.846 0.1846 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1433.78 0.00226885 33.1143 1 1 2396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1468.01 0.00414878 51.8441 0.2543 1 2064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1531.67 0.00406286 172.248 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2051 1434.21 0.00011685 120.38 9.522e-07 0.001 2516 LS failed, Hessian reset
2399 1400.44 0.00222287 74.5535 1 1 3222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1505.37 0.0149816 177.196 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1468.21 0.000568048 105.928 0.3062 0.03062 2192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1434.66 0.00161242 105.533 1 1 2569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1542.68 0.00462756 187.342 0.4442 0.4442 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1400.53 6.00755e-06 18.9194 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1513.68 0.0145919 354.347 0.447 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1468.33 0.000391084 41.5335 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1549.65 0.00334145 160.269 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2533 1400.53 2.98664e-05 50.8696 1.44e-06 0.001 3438 LS failed, Hessian reset
2199 1434.84 5.11903e-05 22.1324 0.03855 0.9909 2689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2564 1400.54 2.5903e-07 14.6581 0.3197 0.848 3477
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
644 1516.82 3.59831e-05 95.2046 3.876e-07 0.001 768 LS failed, Hessian reset
1999 1469.17 0.000826708 43.0162 1 1 2422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1520.29 0.00533109 741.676 1 1 830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
684 1551.75 4.45404e-05 62.6845 1.497e-06 0.001 809 LS failed, Hessian reset
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1551.83 0.000528332 68.7902 1 1 824
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1469.35 0.000350232 42.9986 0.8279 0.8279 2538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1434.9 1.41972e-05 23.1686 0.8556 0.8556 2806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2109 1469.38 1.32274e-05 32.4348 4.678e-07 0.001 2596 LS failed, Hessian reset
2314 1434.93 3.86481e-05 49.9215 1.377e-06 0.001 2868 LS failed, Hessian reset
799 1555.06 0.0191305 258.15 1 1 938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1490.35 0.00693209 116.256 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1524.4 0.00367728 241.335 1 1 937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2325 1434.94 3.56632e-05 22.5447 1.756e-06 0.001 2919 LS failed, Hessian reset
2126 1469.39 7.57915e-06 18.9041 2.98e-07 0.001 2680 LS failed, Hessian reset
899 1526.71 0.00215373 136.389 0.3447 1 1046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1575.52 0.0465693 1252.82 0.8473 0.8473 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1434.97 2.79036e-05 18.5694 0.2666 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1561.44 0.00462708 241.995 0.3442 1 1048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1469.64 0.000481436 88.0767 0.4717 0.4717 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2456 1435.01 2.84927e-05 62.4822 2.644e-07 0.001 3132 LS failed, Hessian reset
999 1529.1 0.00131465 61.0808 0.7291 0.7291 1166
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1604.79 0.0193654 113.617 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1565.92 0.00184171 440.208 0.4555 1 1158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1435.04 5.06356e-05 20.1793 1 1 3184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1568.72 0.0188052 778.785 1 1 1265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1623.17 0.171243 1044.02 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1469.89 3.43261e-05 24.2928 0.6322 0.6322 2896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1530.66 2.66391e-05 58.402 7.528e-07 0.001 1333 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1566.49 0.172056 624.502 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1136 1570.86 1.76861e-05 40.0786 2.347e-07 0.001 1353 LS failed, Hessian reset
2599 1435.1 0.00179856 69.2516 0.572 0.572 3309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1153 1531.44 2.73252e-05 61.3738 2.467e-07 0.001 1433 LS failed, Hessian reset
499 1637.31 0.0146256 112.804 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1571.98 0.00159331 213.163 1 1 1426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1531.69 0.00117404 67.6913 0.4574 1 1486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1633.71 0.041919 383.749 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1435.54 0.000580735 27.2909 1 1 3420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1532.35 0.00180944 166.691 1 1 1604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1687.21 0.0536653 2085.47 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1572.73 0.00229052 133.558 1 1 1537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1469.93 0.000195995 25.1945 0.6158 0.6158 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1435.64 0.000600079 35.1029 1 1 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1644.42 0.00123582 154.644 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1340 1573.87 0.000157414 163.268 1.174e-06 0.001 1631 LS failed, Hessian reset
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1469.99 4.32718e-05 70.4542 0.6261 0.6261 3134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1532.76 0.000790464 29.2113 1 1 1726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1395 1574.4 2.24862e-05 42.6233 1.959e-07 0.001 1736 LS failed, Hessian reset
1399 1574.41 0.00040974 61.3678 1 1 1740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1646.39 0.00151203 231.302 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1447 1532.9 1.31535e-05 32.807 2.644e-07 0.001 1825 LS failed, Hessian reset
399 1707.38 0.0172925 283.917 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1651.17 0.00739062 741.533 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1455 1574.56 1.74639e-05 36.8895 8.527e-07 0.001 1842 LS failed, Hessian reset
2899 1435.7 8.19658e-05 20.7679 1 1 3678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1533.01 0.00020219 37.7119 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1574.85 0.000272667 44.3808 0.186 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1649.87 0.000585785 174.966 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2590 1470.41 2.79151e-05 46.9287 9.006e-07 0.001 3276 LS failed, Hessian reset
2599 1470.42 0.000113597 15.3534 0.4612 1 3286
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2910 1435.71 1.31086e-05 30.6241 4.925e-07 0.001 3731 LS failed, Hessian reset
2652 1470.45 1.99929e-05 41.4416 5.596e-07 0.001 3389 LS failed, Hessian reset
499 1716.34 0.00556283 323.379 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1573 1533.73 0.000160481 351.607 5.227e-07 0.001 2023 LS failed, Hessian reset
199 1750.83 0.0407688 743.647 0.4703 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2970 1435.72 1.29908e-05 31.6971 2.705e-07 0.001 3861 LS failed, Hessian reset
2699 1470.46 0.000809989 47.469 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1533.95 0.000208402 34.2202 1 1 2052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1651.04 0.00313904 137.943 1 1 1018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1435.74 3.7847e-06 9.81149 1 1 3896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1575.24 6.73166e-05 59.2567 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1775.86 0.000542885 132.903 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1470.57 0.00183684 21.9607 0.7259 1 3562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1613 1534 1.27203e-05 32.2891 2.555e-07 0.001 2101 LS failed, Hessian reset
599 1724.45 0.00698258 276.423 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1605 1575.25 9.67772e-06 27.2087 3.964e-07 0.001 2059 LS failed, Hessian reset
3009 1435.74 8.0815e-06 22.8848 3.253e-07 0.001 3959 LS failed, Hessian reset
2819 1470.58 3.35801e-05 38.8252 3.161e-06 0.001 3628 LS failed, Hessian reset
935 1652.89 3.244e-05 72.9093 2.013e-07 0.001 1102 LS failed, Hessian reset
399 1786.51 0.0059015 207.688 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2851 1470.58 8.66007e-06 22.0221 3.963e-07 0.001 3715 LS failed, Hessian reset
1699 1575.83 0.0151849 54.3846 1 1 2175
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3041 1435.74 2.9225e-05 36.1699 1.49e-06 0.001 4042 LS failed, Hessian reset
999 1654.46 0.000482052 132.314 0.6597 0.6597 1175
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1685 1534.26 2.66503e-05 50.8406 7.213e-07 0.001 2233 LS failed, Hessian reset
699 1729.28 0.00234048 223.303 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1534.29 0.000395356 23.2593 0.9773 0.09773 2250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1470.59 0.000140032 23.0074 1 1 3773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3076 1435.74 1.67065e-07 15.3706 0.1266 1 4092
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1577.05 0.000407038 56.0827 1 1 2290
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1726 1534.32 4.83479e-05 33.8184 1.215e-06 0.001 2325 LS failed, Hessian reset
499 1793.72 0.0208761 977.09 0.1776 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1738.49 0.0108611 655.233 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1656.04 0.00299181 120.98 1 1 1288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2920 1470.61 1.46734e-05 36.4248 4.494e-07 0.001 3848 LS failed, Hessian reset
1799 1534.39 0.00150168 115.208 1 1 2412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1577.89 0.000399836 91.8082 0.7483 0.7483 2406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1740.44 0.0026855 158.343 1 1 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1803.15 0.0173168 253.467 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1657.73 0.0019124 166.241 1 1 1399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1810 1534.41 1.44545e-05 38.2398 2.703e-07 0.001 2470 LS failed, Hessian reset
2961 1470.64 6.33333e-05 36.8878 2.887e-06 0.001 3930 LS failed, Hessian reset
1999 1578.97 0.0056608 65.4009 1 1 2517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1743.54 0.00198894 332.785 0.7088 0.7088 1137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1809.82 0.0338259 454.055 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1534.52 0.000344278 96.6916 1 1 2583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2049 1580.1 6.0423e-05 171.64 3.374e-07 0.001 2620 LS failed, Hessian reset
2999 1470.64 1.25618e-05 17.0183 2.755 0.2755 3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3011 1470.64 2.51399e-07 16.0602 0.1139 0.1139 4001
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 1659.88 0.00537472 88.1255 1 1 1510
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1580.52 0.00303882 55.5626 1 1 2672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1928 1534.58 1.13142e-05 27.2046 5.527e-07 0.001 2652 LS failed, Hessian reset
1099 1745.82 0.00513667 546.421 0.3498 1 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1965 1534.6 1.30427e-05 29.7855 2.372e-07 0.001 2744 LS failed, Hessian reset
1351 1660.19 1.43248e-05 32.94 6.004e-07 0.001 1615 LS failed, Hessian reset
2199 1581.34 0.000172671 94.6292 0.04312 1 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1815.45 0.000486212 111.636 0.586 0.586 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1534.62 0.00251779 48.9056 1 1 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1746.96 0.00122774 118.625 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2001 1534.62 3.73029e-05 76.3383 8.58e-07 0.001 2829 LS failed, Hessian reset
2215 1581.38 1.97555e-05 40.2321 6.362e-07 0.001 2851 LS failed, Hessian reset
1399 1660.46 0.000213237 52.3271 0.5292 0.5292 1677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2247 1581.43 1.21036e-05 35.2414 3.03e-07 0.001 2928 LS failed, Hessian reset
1299 1747.6 9.93119e-05 32.067 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1534.8 0.00123978 46.1314 1 1 2946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1581.47 7.30348e-05 76.4467 0.1135 1 3002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1818.3 0.0030631 72.1995 2.83 0.283 997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1535.55 0.00160766 115.584 0.747 0.747 3066
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1581.64 0.000522309 94.7986 0.1497 0.1497 3135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1661.96 0.00117561 219.768 0.5767 0.5767 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1748.68 0.00150116 120.767 1 1 1584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2244 1535.89 4.32896e-05 49.2388 2.062e-06 0.001 3157 LS failed, Hessian reset
2299 1536.13 0.000128237 189.721 0.6506 0.6506 3219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1819.61 0.0060765 103.67 1 1 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1582 9.08159e-05 25.5607 1 1 3252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1749.63 0.00019545 96.5492 1 1 1704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1663.01 0.000502879 117.992 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2519 1582.12 1.55137e-05 45.677 3.724e-07 0.001 3345 LS failed, Hessian reset
2399 1536.42 0.000115822 22.3476 1 1 3367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1820.42 0.00165539 60.0698 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1665.81 0.000144719 33.3237 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2409 1536.43 1.06149e-05 30.1979 3.701e-07 0.001 3418 LS failed, Hessian reset
2599 1582.28 0.000127822 29.3241 0.2085 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1750.18 0.000187478 20.4451 1 1 1819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2499 1536.53 0.000965169 52.9707 1 1 3519
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1825.85 0.0016302 126.903 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1666.45 0.0049692 187.243 0.7106 0.7106 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1582.39 0.000206319 26.7238 0.9525 0.9525 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2567 1536.67 4.41543e-05 84.9485 8.078e-07 0.001 3642 LS failed, Hessian reset
1299 1829.02 0.000468832 196.542 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1536.77 0.000318246 15.3857 0.456 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1582.6 0.00152492 53.067 0.7832 0.7832 3675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1750.33 0.000567118 118.61 0.3388 1 1932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1666.74 0.00194926 66.1376 1 1 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1536.82 0.000358633 37.4026 1 1 3812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2880 1582.86 1.91026e-05 56.6299 2.266e-07 0.001 3811 LS failed, Hessian reset
1932 1666.98 2.7628e-05 79.7111 4.359e-07 0.001 2345 LS failed, Hessian reset
1399 1832.26 0.00285506 146.651 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1582.89 1.40216e-05 26.7314 0.2839 0.2839 3834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1751.4 0.0259205 362.16 1 1 2047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1667.22 0.000103045 37.1119 0.4131 0.4131 2433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1753.61 0.00500925 126.111 1 1 2159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2781 1537.03 1.12265e-05 15.9969 1.863e-07 0.001 3952 LS failed, Hessian reset
1465 1836.27 6.31153e-05 91.8891 1.128e-06 0.001 1676 LS failed, Hessian reset
1499 1836.7 0.0141748 534.813 1 1 1717
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1537.03 3.23073e-05 16.9407 0.6076 0.6076 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2082 1667.65 8.8332e-05 246.428 3.183e-07 0.001 2578 LS failed, Hessian reset
2983 1583.12 6.87551e-05 52.5164 1.556e-06 0.001 3968 LS failed, Hessian reset
1999 1755.23 0.000664055 263.028 1 1 2277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1667.82 0.00015008 24.5492 1 1 2596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1583.15 1.82995e-05 39.9633 0.3317 0.003317 3993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2821 1537.05 3.52577e-05 47.2924 1.943e-06 0.001 4038 LS failed, Hessian reset
2191 1668.32 2.86401e-05 70.0239 8.681e-07 0.001 2742 LS failed, Hessian reset
2199 1668.37 5.77081e-05 22.4865 0.2242 0.2242 2753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1537.07 0.000124063 21.701 0.4422 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1755.85 0.000400515 130.715 1 1 2391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1839.26 0.000211984 127.465 0.5286 0.5286 1834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1583.23 0.00092567 52.7779 9.813 0.9813 4111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3104 1583.23 7.54943e-06 23.4791 3.251e-07 0.001 4168 LS failed, Hessian reset
2299 1668.47 4.18381e-05 13.1765 1 1 2877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1756 0.000125436 34.0982 0.7354 0.7354 2505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2948 1537.1 1.266e-05 19.5307 1.885e-07 0.001 4240 LS failed, Hessian reset
2337 1668.52 2.71518e-05 75.7977 2.488e-07 0.001 2964 LS failed, Hessian reset
3199 1583.27 0.000848886 21.8932 1 1 4288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1839.92 0.00179428 43.5456 1 1 1951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1537.11 2.63398e-05 13.3262 1 1 4307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3034 1537.11 1.21599e-06 14.8369 0.1395 0.3499 4354
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 1756.07 0.000528775 41.3934 1 1 2621
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1583.48 0.0191118 37.3705 1 1 4398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1753 1840.68 5.1713e-05 88.9932 8.806e-07 0.001 2056 LS failed, Hessian reset
2399 1668.56 0.000239083 29.9144 1 1 3046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1841.03 0.000733198 70.6865 0.3113 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3310 1583.54 2.77485e-05 68.6716 4.605e-07 0.001 4459 LS failed, Hessian reset
2399 1756.8 0.00325797 47.3619 1 1 2731
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1583.75 0.00125308 47.8201 0.3667 1 4559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1841.38 0.000556832 149.553 0.3449 1 2229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1757.11 0.000290686 97.9562 0.3318 1 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1668.8 0.00213229 62.2301 1 1 3160
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3410 1583.76 3.10184e-05 37.9652 1.082e-06 0.001 4616 LS failed, Hessian reset
2524 1757.14 7.34582e-06 24.0472 1.652e-07 0.001 2913 LS failed, Hessian reset
3465 1583.78 9.13209e-05 62.6627 5.126e-06 0.001 4719 LS failed, Hessian reset
2547 1757.18 2.20608e-05 58.606 6.615e-07 0.001 2981 LS failed, Hessian reset
2512 1668.88 1.81375e-05 52.8693 3.361e-07 0.001 3233 LS failed, Hessian reset
1999 1842.44 0.0131609 348.342 0.2056 0.7772 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1583.79 3.84142e-05 15.3598 0.873 0.873 4760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2581 1757.22 1.2554e-05 39.6713 1.57e-07 0.001 3076 LS failed, Hessian reset
2599 1757.24 4.14681e-05 23.3031 0.3875 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1843.16 0.000516064 52.5222 1 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1669.13 0.000493637 35.3883 0.9824 0.9824 3336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1583.88 0.000246582 31.2988 1 1 4875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3628 1583.9 8.58149e-06 16.9397 1.699e-07 0.001 4953 LS failed, Hessian reset
2674 1757.28 1.13977e-05 34.1203 5.412e-07 0.001 3225 LS failed, Hessian reset
2141 1843.34 2.31939e-05 83.0085 1.572e-07 0.001 2541 LS failed, Hessian reset
2699 1757.29 5.3058e-05 15.759 1 1 3256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1669.16 1.75654e-05 16.85 0.9034 0.9034 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1843.5 7.64709e-05 23.4812 0.7464 0.7464 2602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1583.95 8.66035e-05 14.6279 1 1 5044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2767 1757.41 1.05459e-05 35.4722 1.815e-07 0.001 3381 LS failed, Hessian reset
2799 1669.22 0.000147637 20.255 1 1 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3726 1583.96 5.47781e-05 20.2733 8.319e-07 0.001 5113 LS failed, Hessian reset
2799 1757.44 0.000210668 38.5734 0.7796 0.7796 3421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2807 1669.22 4.28099e-05 40.1454 2.11e-06 0.001 3626 LS failed, Hessian reset
2297 1843.88 0.000129965 116.337 1.019e-06 0.001 2773 LS failed, Hessian reset
2299 1843.88 3.72939e-05 54.6359 3.161 0.3161 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1583.96 0.000835219 19.0714 1 1 5206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2832 1669.23 6.35447e-06 21.5581 3.228e-07 0.001 3696 LS failed, Hessian reset
2852 1669.23 4.15867e-07 13.7578 1 1 3723
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 1757.48 0.000705725 38.9012 1 1 3546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2911 1757.63 3.78726e-05 130.275 1.712e-07 0.001 3599 LS failed, Hessian reset
2399 1844.1 4.77675e-05 41.8228 0.5494 0.5494 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3892 1584 8.65094e-06 27.6261 2.857e-07 0.001 5353 LS failed, Hessian reset
3899 1584 3.37613e-05 20.3153 0.3544 1 5362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1757.82 0.000251217 25.4615 1 1 3707
3951 1584.01 1.09704e-06 14.4552 1 1 5444
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2468 1844.21 1.69083e-05 40.6451 4.803e-07 0.001 3034 LS failed, Hessian reset
2487 1844.23 8.62321e-06 33.1852 3.6e-07 0.001 3099 LS failed, Hessian reset
3022 1757.84 4.93968e-06 14.4375 1.47e-07 0.001 3781 LS failed, Hessian reset
2499 1844.24 8.7655e-05 37.794 0.3743 0.3743 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1774.26 0.0248802 386.174 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3082 1757.87 5.06282e-06 16.8983 1.584e-07 0.001 3902 LS failed, Hessian reset
3099 1757.87 7.79811e-06 12.6557 0.1268 0.2986 3927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1844.32 0.00010391 35.0311 1 1 3247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1814.09 0.18544 2389.99 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3137 1757.88 1.1479e-05 40.3677 2.708e-07 0.001 4012 LS failed, Hessian reset
3176 1757.88 4.20094e-06 13.1415 2.765e-07 0.001 4101 LS failed, Hessian reset
299 1868.17 0.0237551 978.442 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1844.53 0.000282694 44.5489 0.7883 1 3372
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1757.88 7.81736e-05 13.9602 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1882.07 0.00898515 979.029 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1758.1 0.000757302 41.8409 0.3104 0.3104 4248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1899.43 0.00186226 262.335 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1844.66 9.6832e-05 37.4721 0.4049 1 3508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1758.49 0.00358648 69.9207 0.3111 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1911.71 0.00215796 239.799 1 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1918.52 0.00937663 334.738 1.107 0.1107 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2849 1844.69 1.04754e-05 29.1511 5.427e-07 0.001 3608 LS failed, Hessian reset
3498 1758.76 7.38743e-05 71.3002 1.119e-06 0.001 4515 LS failed, Hessian reset
3499 1758.76 2.40505e-05 60.2072 0.4412 1 4517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1844.7 3.86465e-05 21.6943 0.8737 0.8737 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1921.97 0.0103633 570.597 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1844.77 0.00140118 82.7141 0.7704 0.7704 3792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1926.7 0.00222195 266.455 1 1 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3565 1758.82 3.30018e-06 11.8673 1.678e-07 0.001 4638 LS failed, Hessian reset
3599 1758.84 0.00306529 30.9316 1 1 4678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1844.9 8.85569e-05 34.0795 0.3949 1 3907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3602 1758.84 3.38398e-05 21.6718 1.377e-06 0.001 4743 LS failed, Hessian reset
999 1931.32 0.00685019 176.325 0.801 0.801 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1844.94 2.1758e-05 19.867 1 1 4029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3655 1758.86 8.13323e-06 32.0751 4.386e-07 0.001 4858 LS failed, Hessian reset
1099 1933.76 0.000472253 36.4499 0.9625 0.9625 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1758.88 0.000432315 32.5814 1 1 4914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3251 1844.94 2.26955e-05 56.8808 5.225e-07 0.001 4146 LS failed, Hessian reset
3740 1758.91 1.47279e-05 51.5188 1.616e-07 0.001 5021 LS failed, Hessian reset
3775 1758.93 6.26672e-06 14.806 3.934e-07 0.001 5104 LS failed, Hessian reset
3783 1758.93 5.23253e-08 11.5055 0.04677 0.04677 5116
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 1935.01 0.00243764 342.668 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3290 1844.94 1.2553e-07 12.5906 0.05026 1 4210
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1936.39 0.00773624 173.397 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1938.5 0.00352664 190.69 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1809.38 0.157356 1262.03 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1844.15 0.0227201 376.107 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1940.71 0.00120121 106.857 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1882.34 0.0171918 1185.85 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1945.11 0.0184002 115.976 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1900.78 0.0566579 663.298 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1880.96 0.0640638 921.712 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1947.5 0.000213545 164.027 0.9699 0.9699 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1923.73 0.00104215 227.941 0.4833 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1949.46 0.00137683 201.015 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1920.31 0.0422112 893.144 0.4557 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1928.16 0.0128439 595.407 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1950.9 0.00180241 268.06 1 1 2142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1959.24 0.0296318 384.142 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1951.3 0.000182594 36.135 0.7395 0.7395 2258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1936.41 0.00674298 249.14 1.278 0.1278 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1951.89 0.000750452 173.862 0.7234 0.7234 2364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1981.57 0.00165048 154.343 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1943.53 0.00279864 336.09 0.4395 0.4395 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1953 0.00196725 94.9124 1 1 2475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2010.77 0.0144788 373.39 0.4837 0.4837 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2017.54 0.00245546 273.812 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1953.12 0.00108988 180.278 0.4793 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1953.52 0.000329212 34.4378 0.8633 0.8633 2593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1955.38 0.000230681 46.7465 1 1 1131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2022.04 0.00248613 252.479 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2375 1953.66 1.05506e-05 42.0166 3.71e-07 0.001 2730 LS failed, Hessian reset
2399 1953.7 0.000231807 63.839 0.5099 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1957.67 0.00292615 109.912 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1954.48 0.00147984 48.5869 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1959.78 0.0155809 346.952 0.7941 0.7941 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2524 1954.86 4.67768e-05 196.828 1.712e-07 0.001 2944 LS failed, Hessian reset
799 2027.24 0.000739061 57.1127 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1955.61 0.000372176 187.969 0.2863 0.2863 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2035.33 0.00306988 343.964 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1966.35 0.00233173 325.739 1 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1955.9 0.00105423 51.8962 1 1 3148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2702 1955.9 2.23652e-05 95.9866 1.519e-07 0.001 3199 LS failed, Hessian reset
999 2039.16 0.000419815 197.265 0.1939 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1968.77 6.61644e-05 55.6818 0.607 0.607 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1956.09 0.000230756 30.7694 1 1 3312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2043.71 0.00566852 168.803 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2834 1956.13 5.47454e-06 27.957 2.539e-07 0.001 3395 LS failed, Hessian reset
99 1970.08 0.0214015 768.737 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1970.15 0.00136398 128.48 1 1 1692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2046.13 0.00394272 194.796 0.9775 0.9775 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2891 1956.17 2.02573e-05 85.6269 1.734e-07 0.001 3511 LS failed, Hessian reset
2899 1956.18 9.9616e-05 80.1184 0.6014 0.6014 3519
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1970.62 0.0030665 494.198 0.03798 1 1814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2048.37 0.000441574 159.174 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2017.9 0.0040174 145.171 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1970.83 0.000271061 23.3876 1 1 1921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2051.84 0.000168283 57.0555 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1956.21 0.000555029 37.7483 0.5395 0.5395 3632
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2062.73 0.0055221 1055.71 0.3794 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2053.98 0.000444521 58.5849 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1971.09 6.60714e-05 37.3672 0.7581 0.7581 2044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1956.41 0.00156281 38.6352 1 1 3740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2056.98 0.00118474 197.852 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2075.57 0.0202543 654.589 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1956.62 0.000471348 88.3665 1 1 3855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3209 1956.63 1.15325e-05 42.6665 2.904e-07 0.001 3913 LS failed, Hessian reset
1699 2058.26 0.00105243 193.469 0.315 1 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1886 1971.54 2.14142e-05 74.5664 2.293e-07 0.001 2186 LS failed, Hessian reset
1899 1971.59 0.000282156 67.728 1 1 2200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3265 1956.65 7.41618e-06 30.3904 1.428e-07 0.001 4029 LS failed, Hessian reset
499 2083.87 0.0112605 309.196 1 1 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2011.11 0.189397 2874.15 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1971.73 0.00350119 29.887 1 1 2317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2022 1971.75 3.95282e-06 14.9289 1.808e-07 0.001 2390 LS failed, Hessian reset
1799 2058.79 0.000977895 117.915 1 1 1999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2090.33 0.184588 1235.5 1 1 661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3295 1956.65 1.13021e-05 20.0545 7.014e-07 0.001 4109 LS failed, Hessian reset
3299 1956.66 1.78952e-06 13.9288 1 1 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2100.04 0.0382053 500.852 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3332 1956.66 6.82952e-06 29.8455 1.444e-07 0.001 4196 LS failed, Hessian reset
1899 2061.46 0.0105198 125.214 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1971.8 0.000272542 46.1846 0.2303 0.2303 2489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1956.67 0.00515319 121.971 1 1 4278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2108.66 0.00137306 220.526 0.7383 0.7383 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1972.21 0.00176249 97.6237 1 1 2602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2120.14 0.000671654 166.666 0.6189 0.6189 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3449 1956.71 1.9328e-05 20.0257 9.668e-07 0.001 4375 LS failed, Hessian reset
1999 2063.78 0.00461512 178.236 1 1 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1956.72 3.19297e-05 16.3539 1 1 4439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1973.03 0.00198372 100.331 1 1 2708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2113.43 0.00410817 128.264 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2126.94 0.0113177 215.56 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3506 1956.72 1.10671e-05 43.6794 5.503e-07 0.001 4487 LS failed, Hessian reset
99 2050.67 0.0135648 593.447 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2066.37 0.00110219 81.1317 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3526 1956.72 2.01115e-06 14.2243 1.492e-07 0.001 4549 LS failed, Hessian reset
3531 1956.72 2.22396e-07 11.2092 0.3072 1 4559
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 2139.93 0.0536806 1383.25 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2115.8 0.00535592 147.517 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2345 1973.44 1.0315e-05 37.0276 1.623e-07 0.001 2801 LS failed, Hessian reset
2199 2067.7 0.00153715 317.511 0.2082 1 2457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2150 0.00320063 100.734 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2122.71 0.00358763 549.604 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2121.21 0.169197 1104.07 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1973.52 8.56145e-05 38.9177 0.5072 0.5072 2856
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2068.07 0.0015922 145.765 1 1 2577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2405 1973.52 1.72475e-05 22.1112 1.54e-06 0.001 2900 LS failed, Hessian reset
699 2155.98 0.0281372 565.48 0.4508 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2126.64 0.000283568 120.522 0.2847 0.2847 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2338 2068.23 6.87468e-06 32.5448 1.597e-07 0.001 2669 LS failed, Hessian reset
299 2150.94 0.00333751 241.448 0.4912 0.4912 356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2433 1973.57 8.42149e-05 117.844 9.846e-07 0.001 2976 LS failed, Hessian reset
799 2161.72 0.00480582 148.064 0.3511 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2068.38 0.00249539 38.5784 1 1 2741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2128.61 0.0398939 122.659 1 1 1325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2195.71 0.0055407 74.633 1 1 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1973.62 0.000214238 18.7226 0.7894 0.7894 3055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2165.04 0.00548588 190.542 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2534 1973.69 3.70319e-05 61.5166 7.84e-07 0.001 3137 LS failed, Hessian reset
1299 2134.21 0.00294134 86.0206 1 1 1434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2201.65 0.019261 551.705 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2167.74 0.00856669 153.575 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2471 2068.51 9.3329e-06 39.0714 1.376e-07 0.001 2868 LS failed, Hessian reset
2599 1973.75 5.53214e-06 16.466 1.477e-07 0.001 3254 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2211.27 0.00376098 86.5827 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2068.54 0.0004538 154.714 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2137.03 0.0196037 1065.6 1 1 1543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2656 1973.78 1.52569e-05 41.6011 1.42e-07 0.001 3361 LS failed, Hessian reset
1099 2173.06 0.0241326 941.723 0.2437 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2686 1973.8 1.83767e-06 9.25455 0.254 1 3396
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2069.01 0.000351564 133.935 0.02129 1 3024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2214.95 0.00114321 555.569 0.07145 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2179.24 0.0234158 701.731 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2139.82 0.00681962 42.2551 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2217.2 0.0047416 158.517 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2069.96 0.00117404 197.861 1 1 3142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2143.84 0.00858869 400.636 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2181.63 0.00245716 267.058 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2765 2071.21 2.77036e-05 57.1862 1.231e-06 0.001 3263 LS failed, Hessian reset
1699 2146.8 0.00228144 81.0677 0.9883 0.9883 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2226.08 0.00761883 244.381 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2071.36 0.000567547 117.026 1 1 3301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2165.27 0.00179973 334.897 0.9899 0.9899 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2148.8 0.000636406 208.576 1 1 1999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2071.49 8.05591e-05 47.8565 0.6358 0.6358 3419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2183.43 5.65301e-05 51.1874 0.9369 0.9369 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
999 2231.37 0.00479954 400.575 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2210.46 0.0231266 263.773 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2150.6 0.00399861 127.353 1 1 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2207.27 0.00210661 472.211 0.5177 0.5177 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2184.05 0.00114411 113.367 0.8823 0.8823 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2950 2071.52 1.65935e-05 47.8267 1.088e-07 0.001 3528 LS failed, Hessian reset
299 2231.72 0.0346015 1649.17 0.2265 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2234.61 0.00288477 234.261 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2151.14 0.00107326 53.1483 1 1 2218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2974 2071.53 8.62909e-06 35.318 1.304e-07 0.001 3591 LS failed, Hessian reset
1599 2186.76 0.000108372 82.628 0.2264 0.2264 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2266.38 0.016571 434.257 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2071.53 6.23589e-06 29.3982 2.459e-07 0.001 3667 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2235.55 0.00597729 195.528 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2272.02 0.00467039 188.787 0.902 0.902 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2187.7 0.000107106 35.2814 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2151.85 0.00719151 677.955 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2071.71 6.04795e-05 21.7303 1 1 3789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2275.34 0.0156875 582.529 0.03509 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1715 2187.77 1.23185e-05 32.7869 1.314e-07 0.001 1955 LS failed, Hessian reset
1299 2237.96 0.011545 200.504 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2294.52 0.00749353 235.786 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3106 2071.72 9.6855e-06 36.5625 5.331e-07 0.001 3839 LS failed, Hessian reset
2114 2152.01 8.55605e-06 43.7842 1.829e-07 0.001 2399 LS failed, Hessian reset
599 2283.43 0.000548561 205.842 0.6402 0.6402 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2152.35 6.81205e-05 50.2555 0.4175 0.4175 2493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2071.76 0.00413698 140.318 1 1 3959
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2330.33 0.0062996 196.284 0.2874 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2241.23 0.00097101 122.545 1 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2188.08 0.00155954 315.639 1 1 2063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3203 2071.77 1.24153e-05 53.9958 1.69e-07 0.001 4013 LS failed, Hessian reset
2299 2152.93 0.00168094 66.1912 1 1 2610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2301.74 0.0011067 170.773 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2242.75 0.00077152 126.867 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2334.56 0.00328076 284.094 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2071.8 2.88475e-06 15.3604 0.3915 1 4140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2189.75 0.00198261 76.2576 4.202 0.4202 2189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2246.83 0.0030048 178.778 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2153.88 0.000356779 40.8694 1 1 2718
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2312.88 0.00838053 250.721 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2071.93 0.00324071 92.9811 0.2888 0.6316 4262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2350.02 0.00878999 462.084 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2190.74 0.00740586 184.634 1 1 2303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2156.9 0.000288763 125.4 0.3862 1 2824
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2320.18 0.00181936 162.528 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3421 2072.01 2.63552e-05 111.956 2.168e-07 0.001 4340 LS failed, Hessian reset
1699 2249.32 0.000564737 81.8009 1 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2008 2190.79 8.84011e-06 35.0507 3.411e-07 0.001 2370 LS failed, Hessian reset
699 2358.52 0.0304671 938.692 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2157.74 0.000675656 98.6132 1 1 2935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1742 2249.8 2.12891e-05 74.6326 4.372e-07 0.001 1985 LS failed, Hessian reset
3499 2072.21 0.00668623 232.202 1 1 4427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2364.57 0.013582 181.817 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2250.17 0.000341624 266.855 0.517 0.517 2049
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2323.77 0.00703861 123.332 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2158.24 0.000658588 203.544 1 1 3048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2191.19 4.93761e-05 21.6631 2.586 0.2586 2483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2250.89 0.00558266 77.9043 1 1 2162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2368.51 0.000720089 177.404 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3579 2072.38 1.25661e-05 59.2813 2.259e-07 0.001 4565 LS failed, Hessian reset
2799 2158.89 0.001202 244.928 1 1 3164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2072.4 3.06329e-05 22.3217 0.7843 0.7843 4590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2191.46 0.0012727 58.625 1 1 2600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2252.07 0.000581436 64.6495 0.9925 0.9925 2269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2324.98 0.0055888 430.47 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3619 2072.41 6.61536e-06 26.5603 2.907e-07 0.001 4654 LS failed, Hessian reset
2230 2191.62 1.36674e-05 57.7861 1.72e-07 0.001 2675 LS failed, Hessian reset
2857 2159.02 7.1051e-06 36.9344 1.366e-07 0.001 3284 LS failed, Hessian reset
999 2370.56 0.00542104 331.208 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3668 2072.42 1.62957e-05 43.7073 5.785e-07 0.001 4755 LS failed, Hessian reset
1199 2326.57 0.0024656 452.004 1 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2024 2252.28 1.01556e-05 38.5017 1.544e-07 0.001 2343 LS failed, Hessian reset
2299 2191.82 0.000112525 34.6871 0.1623 1 2760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2072.42 5.47232e-06 15.8984 0.8087 0.8087 4801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2300 2191.82 1.71052e-05 40.2787 4.931e-07 0.001 2799 LS failed, Hessian reset
2893 2159.07 4.64879e-06 19.4082 4.054e-07 0.001 3377 LS failed, Hessian reset
2899 2159.07 1.40542e-05 16.7068 0.6959 0.6959 3384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2328.14 0.000431333 216.219 0.2223 0.2223 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2371.79 0.00250311 127.247 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3730 2072.45 1.41223e-05 63.0445 3.027e-07 0.001 4892 LS failed, Hessian reset
2099 2252.6 0.000247706 113.089 0.4984 0.4984 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2360 2191.86 1.63831e-05 31.9088 8.016e-07 0.001 2906 LS failed, Hessian reset
2907 2159.08 7.58863e-06 34.039 1.189e-07 0.001 3440 LS failed, Hessian reset
1399 2328.78 0.00431191 43.0708 1.453 0.1453 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3791 2072.47 1.38734e-06 12.6798 1.413 0.8856 4975
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 2191.88 0.000244308 23.7431 1.019 0.1019 2952
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2372.82 0.00147527 174.903 1 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2253.03 0.00143652 219.993 0.3282 0.3282 2544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2330.29 0.012926 356.353 1 1 1687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2159.57 7.32557e-05 247.487 4.925e-07 0.001 3584 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2253.58 0.00108833 92.4305 0.7633 0.7633 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2380.3 0.000753678 86.5765 1 1 1473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2323 2254.12 1.64534e-05 66.4841 1.659e-07 0.001 2731 LS failed, Hessian reset
2493 2192.04 2.47555e-05 54.5541 9.182e-07 0.001 3107 LS failed, Hessian reset
2499 2192.05 6.94687e-05 47.0429 1 1 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1595 2338.3 4.56937e-05 188.751 1.439e-07 0.001 1838 LS failed, Hessian reset
1599 2338.36 0.000985802 209.395 1 1 1842
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2159.95 0.000253051 40.3375 0.9615 0.9615 3701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2381.32 0.000215984 100.569 1 1 1590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2340.73 0.0045076 243.8 1 1 1949
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2254.82 0.00111666 288.687 1 1 2811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2192.2 4.3676e-05 85.6076 0.3364 0.8664 3234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2160.04 0.00404099 80.1415 1 1 3831
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2342.6 0.00101217 56.3 1 1 2059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2193.57 0.00245482 39.5633 1 1 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2255.45 0.000571152 65.1908 1 1 2923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2160.18 1.18737e-05 16.262 0.7499 0.7499 3967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1469 2381.74 1.82254e-05 32.5644 8.91e-07 0.001 1714 LS failed, Hessian reset
2799 2193.91 0.000431608 51.6607 1 1 3450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1486 2381.78 7.33986e-06 22.242 1.498e-07 0.001 1771 LS failed, Hessian reset
1499 2381.8 9.22319e-06 20.5821 0.4051 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2160.31 0.00146503 83.8006 1 1 4077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2557 2255.56 4.12208e-06 17.9427 2.094e-07 0.001 3027 LS failed, Hessian reset
2801 2193.91 3.69659e-05 111.848 4.787e-07 0.001 3494 LS failed, Hessian reset
1899 2343.53 0.00106479 49.267 1 1 2172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2255.62 0.000698744 77.3698 1 1 3077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2160.49 5.66625e-05 42.5062 0.697 0.697 4201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2382.78 0.000741085 174.609 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2194.04 0.000465143 20.02 1 1 3604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2256.16 0.000309292 67.2173 0.1904 1 3200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2160.56 8.27211e-05 18.0003 0.1858 0.9495 4330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2942 2194.08 9.60243e-06 41.7611 2.38e-07 0.001 3696 LS failed, Hessian reset
1999 2344.42 7.53331e-05 99.7979 0.6845 0.6845 2287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2194.11 5.38165e-05 58.114 0.2317 0.2317 3762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2384.98 0.000205158 39.6423 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2160.62 7.89018e-05 38.8956 1 1 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2256.39 0.000417544 10.8064 1 1 3324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3011 2194.11 8.33273e-06 33.7438 2.577e-07 0.001 3825 LS failed, Hessian reset
2823 2256.43 5.97545e-06 25.2847 1.765e-07 0.001 3396 LS failed, Hessian reset
2099 2344.83 0.000355451 60.6544 0.9663 0.9663 2405
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2160.91 6.02473e-05 33.4578 1 1 4567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2385.82 0.0157547 341.603 1 1 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2861 2256.45 9.7698e-06 38.5549 1.644e-07 0.001 3484 LS failed, Hessian reset
2899 2256.46 0.000122726 24.2875 0.9079 0.9079 3530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2345.22 0.00119437 71.3985 1.037 0.1037 2516
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3070 2194.13 1.8732e-05 75.8024 1.503e-07 0.001 3942 LS failed, Hessian reset
3099 2194.16 3.03211e-05 27.5532 0.7879 0.7879 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2386.93 0.000495085 61.1154 1 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2161.1 0.000574327 138.305 0.1925 0.7199 4699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2257.09 0.000460942 86.3363 1 1 3647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2345.93 0.000359911 215.717 0.1278 1 2626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3126 2194.17 9.65232e-06 18.7077 7.001e-07 0.001 4048 LS failed, Hessian reset
3099 2257.24 0.00106314 44.0989 1 1 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3137 2194.17 2.76171e-07 11.9628 0.03112 1 4065
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 2387.59 0.00306008 73.9225 1 1 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3963 2161.14 1.06875e-05 38.7336 4.107e-07 0.001 4831 LS failed, Hessian reset
2399 2346.11 6.5915e-05 43.2466 0.3355 1 2742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3102 2257.24 7.28993e-06 28.0202 1.478e-07 0.001 3818 LS failed, Hessian reset
3989 2161.14 8.80021e-06 33.6388 1.032e-07 0.001 4902 LS failed, Hessian reset
3999 2161.14 3.98934e-05 32.579 1 1 4913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2346.19 0.000207456 62.6778 1 1 2857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2387.8 0.000191713 43.9508 1 1 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4031 2161.16 3.03259e-05 74.0036 5.279e-07 0.001 5023 LS failed, Hessian reset
3176 2257.36 1.13515e-05 34.885 4.596e-07 0.001 3957 LS failed, Hessian reset
2599 2348.12 0.00702648 62.5347 1 1 2967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2257.37 2.61504e-05 12.7572 1 1 3990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4085 2161.2 2.97336e-06 15.8055 1.677e-07 0.001 5124 LS failed, Hessian reset
99 2302.47 0.00464817 376.27 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2388.34 0.000180093 35.3811 1 1 2587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2161.2 1.62409e-05 16.8341 0.3005 0.3005 5143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4104 2161.2 3.84554e-06 16.5624 1.061e-07 0.001 5190 LS failed, Hessian reset
2609 2348.28 1.7843e-05 54.2079 1.063e-07 0.001 3053 LS failed, Hessian reset
199 2357.76 0.00272148 475.469 0.8945 0.8945 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3223 2257.39 3.18239e-05 75.1214 6.373e-07 0.001 4059 LS failed, Hessian reset
4133 2161.2 5.50626e-06 29.6174 1.642e-07 0.001 5272 LS failed, Hessian reset
2299 2388.54 0.000369256 37.6295 0.7246 0.7246 2697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4150 2161.2 3.90038e-06 20.194 2.815e-07 0.001 5336 LS failed, Hessian reset
4154 2161.2 8.17854e-07 10.3954 1 1 5341
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 2379.72 0.00390202 263.196 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2349.17 1.69596e-05 27.4847 1 1 3156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2388.99 0.00610976 275.889 1 1 2812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3283 2257.41 6.27068e-06 26.5576 1.81e-07 0.001 4181 LS failed, Hessian reset
3299 2257.42 0.000294173 56.402 1 1 4198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2396.7 0.000550182 88.9969 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2306.02 0.00910563 426.407 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2349.35 0.000566741 18.1426 1 1 3274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2258.36 0.0174548 177.748 1 1 4318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2389.96 0.00476116 119.904 1 1 2941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2835 2349.4 1.42704e-05 55.1207 1.168e-07 0.001 3360 LS failed, Hessian reset
2502 2389.96 1.16421e-05 46.6623 2.47e-07 0.001 2985 LS failed, Hessian reset
3499 2258.84 0.000240987 28.2106 0.7192 0.7192 4433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2352.41 0.00656897 895.103 0.5448 0.5448 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2418.42 0.238407 2132.9 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2853 2349.41 3.22711e-06 15.4924 1.434e-07 0.001 3424 LS failed, Hessian reset
2899 2349.46 0.000104452 118.973 0.6385 0.6385 3482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2379.16 0.026253 437.628 0.9681 0.9681 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2589 2390.24 1.63334e-05 54.4172 1.509e-07 0.001 3130 LS failed, Hessian reset
2599 2390.27 0.00174907 150.836 1 1 3142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2259.21 0.000210247 27.7557 1 1 4565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3612 2259.23 6.81163e-06 19.2048 4.719e-07 0.001 4630 LS failed, Hessian reset
2999 2349.62 0.0127422 318.392 1 1 3603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2467.91 0.00883371 381.398 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2646 2390.32 3.7033e-05 33.542 3.317e-06 0.001 3232 LS failed, Hessian reset
399 2394.73 0.0578715 437.839 1 1 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3005 2349.68 6.26e-05 123.718 5.582e-07 0.001 3660 LS failed, Hessian reset
2699 2390.34 0.000169062 15.604 0.9162 0.9162 3297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2259.32 0.000638131 40.7277 1 1 4737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2475.86 0.0880309 1040.74 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2716 2390.35 8.66664e-06 33.2035 1.793e-07 0.001 3363 LS failed, Hessian reset
499 2428.91 0.00703926 191.222 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2259.43 8.88285e-05 207.412 0.1909 0.1909 4868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3066 2349.99 8.61082e-06 41.7393 1.951e-07 0.001 3780 LS failed, Hessian reset
763 2480.55 2.48586e-05 105.976 1.677e-07 0.001 897 LS failed, Hessian reset
3099 2350.04 0.000119737 33.1712 0.1669 0.769 3817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2482.01 0.0025009 481.012 1 1 936
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3104 2350.04 1.38764e-05 12.2702 1.211e-06 0.001 3862 LS failed, Hessian reset
2799 2390.39 0.000397266 28.3186 0.3001 0.3782 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2439.13 0.00196199 53.854 0.9516 0.9516 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2800 2390.39 4.77223e-06 18.0496 1.685e-07 0.001 3513 LS failed, Hessian reset
3131 2350.06 1.90636e-05 19.4322 8.134e-07 0.001 3934 LS failed, Hessian reset
899 2488.02 0.00108918 137.353 1 1 1044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2259.49 0.000407775 25.1274 0.3458 0.3458 4984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3907 2259.5 7.69347e-06 31.1845 1.416e-07 0.001 5040 LS failed, Hessian reset
3149 2350.07 2.99917e-06 15.6366 2.218e-07 0.001 3999 LS failed, Hessian reset
2899 2390.76 0.00167782 62.4725 1 1 3627
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2445.05 0.01075 321.585 1 1 799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2497.21 0.00520028 205.509 1 1 1157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3182 2350.09 1.46214e-05 31.8372 9.922e-08 0.001 4087 LS failed, Hessian reset
3199 2350.11 4.12734e-05 21.7495 1 1 4105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2450.59 0.00367131 453.969 1 1 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2259.57 5.1005e-05 25.5058 0.2399 1 5152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2391.63 0.00109758 120.832 1 1 3745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2513.96 0.00406439 246.14 1 1 1265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2453.03 0.000633405 183.88 0.3771 0.3771 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3288 2350.23 3.20269e-05 104.076 1.082e-07 0.001 4261 LS failed, Hessian reset
3299 2350.29 0.0007557 225.481 1 1 4274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2391.96 4.2623e-05 13.3422 1 1 3859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2259.59 0.000233437 14.7561 0.843 0.843 5279
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2526.28 0.00836253 478.074 1 1 1377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3377 2350.36 9.12826e-06 41.5269 1.775e-07 0.001 4406 LS failed, Hessian reset
3399 2350.37 0.000717443 38.3237 1 1 4436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4143 2259.67 3.94279e-05 155.035 3.026e-07 0.001 5367 LS failed, Hessian reset
999 2456.16 0.0124777 167.739 1 1 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2392.04 8.35645e-05 14.4322 1 1 3980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2530.34 0.00294305 279.817 1 1 1489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2350.43 0.00126908 45.5087 0.218 0.6885 4561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2259.78 5.83693e-05 26.5723 0.6979 0.6979 5432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3502 2350.43 0.000121286 108.671 3.109e-06 0.001 4605 LS failed, Hessian reset
1042 2457.53 5.41204e-05 94.5905 9.908e-07 0.001 1226 LS failed, Hessian reset
4229 2259.78 2.02293e-06 9.28368 1.982e-07 0.001 5514 LS failed, Hessian reset
3299 2392.1 1.11118e-05 14.7645 0.8069 0.8069 4098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2533.36 0.0173834 544.099 1 1 1607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2458.64 0.00294219 237.155 0.1409 1 1290
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4251 2259.78 1.47721e-05 13.4859 6.846e-07 0.001 5587 LS failed, Hessian reset
3333 2392.1 1.12463e-06 11.5513 0.2882 1 4145
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4299 2259.79 0.000287768 14.6196 1 1 5650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2350.46 4.94855e-05 28.4103 1 1 4727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4303 2259.79 1.58903e-05 29.066 1.548e-06 0.001 5695 LS failed, Hessian reset
1496 2536.56 2.82582e-05 136.896 3.666e-07 0.001 1762 LS failed, Hessian reset
1194 2460.46 1.56086e-05 53.6567 3.644e-07 0.001 1436 LS failed, Hessian reset
1499 2536.58 0.000205957 163.445 1 1 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2460.53 0.0028281 197.365 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2350.51 6.75223e-05 34.7962 0.9698 0.9698 4838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4347 2259.79 7.61803e-06 25.2102 4.166e-07 0.001 5787 LS failed, Hessian reset
4349 2259.79 1.21735e-06 6.97502 0.3156 1 5790
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 2539.09 0.000252532 144.593 0.8524 0.8524 1872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2461.21 0.00920857 183.531 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2351.07 0.00229638 96.6015 1 1 4953
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3863 2351.2 4.37934e-06 20.604 1.272e-07 0.001 5079 LS failed, Hessian reset
1699 2540.5 0.00476051 213.402 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2462.01 0.0113673 195.016 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2351.22 3.49487e-05 55.4162 1 1 5122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2462.63 0.000101978 71.6803 0.6728 0.6728 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2351.25 6.72404e-06 11.5938 0.684 0.684 5246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2542.66 0.00191401 231.174 1 1 2112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4040 2351.27 1.96231e-05 72.9615 2.927e-07 0.001 5341 LS failed, Hessian reset
1899 2544.38 0.000624858 41.0863 0.7904 0.7904 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2366.69 0.022191 387.717 1 1 110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2462.88 0.00046861 102.636 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2545.17 0.00115999 106.267 1 1 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1614 2463 2.73e-05 82.9416 1.764e-07 0.001 1949 LS failed, Hessian reset
4096 2351.28 2.61145e-06 14.9946 1.81e-07 0.001 5466 LS failed, Hessian reset
4099 2351.28 6.03973e-07 10.7139 1 1 5470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2429.4 0.00290539 696.955 0.3121 0.3121 217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4103 2351.28 5.03608e-07 10.509 4.723e-08 0.001 5509 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2074 2545.78 7.62082e-06 46.6277 1.139e-07 0.001 2465 LS failed, Hessian reset
1699 2463.13 0.00101035 30.257 1 1 2047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2546.1 0.0110812 416.189 1 1 2492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2467.83 0.039393 376.848 1.42 0.142 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2546.73 0.000372535 203.984 1 1 2607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2463.28 9.52334e-05 31.3726 0.7597 0.7597 2161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2547.41 0.000278322 214.828 0.5244 1 2719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2463.48 7.0781e-05 31.8765 0.9518 0.9518 2270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2490.52 0.00303442 1216.12 0.1734 0.1734 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2547.71 0.0012581 94.0905 1 1 2835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2515.54 0.00113325 283.52 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2465.16 0.0070835 46.9607 1 1 2383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2548.18 2.48355e-05 27.5089 1 1 2942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2549.42 0.00707101 104.637 0.7663 0.7663 3052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2465.35 0.000431764 46.7336 1 1 2512
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2520.78 0.000123721 31.0022 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2398.66 0.00941406 642.436 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2552.12 0.00258941 60.2092 1 1 3160
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2526.6 0.00550522 255.062 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2718 2552.36 1.09705e-05 63.3865 2.206e-07 0.001 3233 LS failed, Hessian reset
2199 2465.51 6.15334e-05 18.832 1 1 2630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2487.99 0.0147773 321.432 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2553.53 0.000565403 126.178 0.2356 0.2356 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2235 2465.7 4.41847e-05 130.567 3.655e-07 0.001 2727 LS failed, Hessian reset
799 2531.67 0.0163208 529.107 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2531.4 0.0540399 2139.31 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2554.36 0.00145903 496.491 0.2987 0.2987 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2465.94 6.58085e-05 19.8542 0.2454 1 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2535.54 0.00114899 57.5052 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2300 2465.94 1.53317e-05 32.4371 7.722e-07 0.001 2845 LS failed, Hessian reset
399 2552.9 0.00443262 224.973 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2555.06 0.000282121 68.8812 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2536.59 0.00113985 285.111 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2465.99 0.00683566 32.6936 0.3167 1 2967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2572.58 0.107336 439.713 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2555.59 0.00185415 101.008 1 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2538.38 0.00275396 404.698 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2466.19 0.00449059 95.7532 1 1 3083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3132 2555.65 4.44369e-06 30.4058 1.907e-07 0.001 3741 LS failed, Hessian reset
99 2489.31 0.00594831 496.686 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2580.26 0.0135466 770.185 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2466.35 0.000472111 39.4305 1 1 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3197 2555.92 1.14589e-05 72.4357 9.593e-08 0.001 3885 LS failed, Hessian reset
3199 2556.02 0.00252026 170.205 1 1 3889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2547.24 0.0027736 171.69 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2540.66 0.00384069 172.527 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
693 2585.43 2.73688e-05 74.1494 7.345e-07 0.001 828 LS failed, Hessian reset
699 2585.47 0.00108877 233.526 1 1 836
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2612 2466.36 1.00979e-05 33.4154 1.907e-07 0.001 3264 LS failed, Hessian reset
3299 2556.28 0.000190674 45.8389 1 1 4007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2590.32 0.0181423 226.225 1 1 948
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2562.39 0.00636269 260.383 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2542.88 0.00135311 270.786 0.2285 0.2285 1471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2647 2466.37 7.91934e-06 22.5556 1.54e-07 0.001 3356 LS failed, Hessian reset
3399 2556.4 0.000354046 139.395 1 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2592.83 0.0123997 652.892 1 1 1061
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2466.37 3.55599e-05 17.9153 1 1 3422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2575.39 0.0234376 327.207 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2546.79 0.000137705 51.5255 0.9561 0.9561 1581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2556.53 0.000125794 61.5827 1 1 4256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2783 2466.42 6.23597e-06 23.8773 2.701e-07 0.001 3560 LS failed, Hessian reset
999 2604.94 0.00474739 254.393 1 1 1172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2547.59 0.000864624 67.4695 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2466.42 3.30242e-06 15.3811 0.7296 0.7296 3580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2592.96 0.00170902 376.318 0.5838 0.5838 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3578 2556.7 2.59928e-05 124.773 4.898e-07 0.001 4396 LS failed, Hessian reset
3599 2556.82 0.000705534 92.1619 0.9115 0.9115 4422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1513 2547.68 1.2552e-05 40.4371 5.432e-07 0.001 1754 LS failed, Hessian reset
2813 2466.43 2.03841e-05 42.2221 1.037e-06 0.001 3641 LS failed, Hessian reset
3699 2556.93 8.12392e-05 58.7796 1 1 4539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2607.37 0.00136334 110.835 1 1 1285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2548.05 0.000499166 75.0773 0.5493 0.5493 1852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2600.68 0.0110315 758.025 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2466.46 0.000156167 16.8673 1 1 3743
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2608.36 0.0026953 590.689 1 1 1394
3783 2556.96 1.69428e-05 81.3713 3.146e-07 0.001 4713 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2549.88 0.0123827 656.282 1 1 1965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2556.98 8.12405e-05 37.9038 0.5106 0.5106 4730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2466.53 0.000148517 41.4153 0.7263 0.7263 3865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2613.53 0.00321892 518.338 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2552.96 0.00142122 87.1985 1 1 2076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2610.63 0.008771 231.22 1 1 1505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3863 2556.99 1.97e-06 12.5043 1.189e-07 0.001 4862 LS failed, Hessian reset
799 2634.81 0.000801633 284.825 0.715 0.715 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2612.03 0.000146422 139.714 0.2005 0.2005 1620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2553.68 9.65998e-05 23.6657 1 1 2194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2557 0.000299225 33.2272 0.6019 0.6019 4904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3097 2466.55 2.86304e-05 22.9133 1.901e-06 0.001 4054 LS failed, Hessian reset
3099 2466.55 3.38525e-06 31.1842 0.5227 0.5227 4056
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3111 2466.55 1.34073e-06 16.2337 1 1 4073
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 2637.17 0.00166676 169.426 0.5416 0.5416 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2612.6 0.00507067 275.197 1 1 1735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3910 2557.01 2.01906e-05 116.765 1.599e-07 0.001 4955 LS failed, Hessian reset
1999 2554.36 0.000524922 238.933 1 1 2308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2639.34 0.00248789 242.804 0.8524 0.8524 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2557.04 9.28568e-05 40.4395 0.5581 0.5581 5065
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4047 2557.04 4.16209e-07 10.1426 0.3001 0.3001 5136
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 2554.96 0.00032475 40.8314 0.5244 0.5244 2423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2613.99 0.000173328 108.367 0.1881 0.1881 1843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2647.01 0.0130019 340.05 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2555.22 0.00066036 108.83 1 1 2544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1664 2614.25 2.77673e-05 104.533 1.794e-07 0.001 1961 LS failed, Hessian reset
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2614.39 6.91886e-05 22.3365 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2649.74 0.00320804 76.5431 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1711 2614.41 5.45535e-06 18.6565 1.528e-07 0.001 2053 LS failed, Hessian reset
2228 2555.27 9.16834e-06 25.5312 1.358e-07 0.001 2615 LS failed, Hessian reset
99 2568.42 0.0250385 912.6 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2640.56 0.00454876 615.165 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2651.47 0.00101157 217.845 0.1486 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2555.38 0.00638567 210.328 1 1 2695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2615.68 0.00579238 260.386 1 1 2151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2720.68 0.0155693 233.366 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2344 2556.14 4.38789e-05 139.691 3.575e-07 0.001 2788 LS failed, Hessian reset
199 2616.55 0.0130451 1308.19 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2620.07 0.00953563 335.774 1 1 2258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2657.18 0.0714066 451.992 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2556.36 0.000569015 39.8171 1 1 2848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2738.54 0.0428692 653.844 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2647.33 0.0226419 447.238 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2621.78 0.00190626 58.6579 1 1 2370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2660.93 0.000420182 31.5543 1 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2463 2556.44 1.00956e-05 26.5196 1.342e-07 0.001 2967 LS failed, Hessian reset
2499 2556.46 0.000137781 33.1193 1 1 3018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2661.67 0.00584672 358.436 0.8375 0.8375 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2622.91 0.0019655 74.4879 1 1 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2680.23 0.0025059 263.974 0.3586 0.3586 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2557.24 0.000886564 111.815 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2662.89 0.00178063 164.268 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2687.28 0.00204355 191.011 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2557.81 0.00217042 134.596 0.3985 0.7927 3247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2194 2623.22 1.29978e-05 41.5097 1.336e-07 0.001 2648 LS failed, Hessian reset
2199 2623.23 0.000370515 96.5591 1 1 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 99 2743.8 0.00260927 430.095 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2663.46 0.000155018 88.6652 0.2041 0.2041 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2697.91 0.000887853 82.8108 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2558.2 0.00045313 34.4848 0.986 0.986 3356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2663.78 0.000324039 36.0411 1 1 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2860.59 0.00358321 1395.52 0.3353 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2700.43 0.00376004 359.507 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2623.42 0.000645879 56.808 0.5068 1 2767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2558.58 0.0011936 33.0261 1.48 0.148 3476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2768.79 0.0592113 332.505 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2664.34 0.000454505 161.628 0.7966 0.7966 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2707.34 0.00190424 189.746 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2949 2558.72 1.42573e-05 50.8116 1.497e-07 0.001 3576 LS failed, Hessian reset
299 2876.25 0.000743058 142.761 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2623.51 0.00131335 71.4429 1 1 2891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2774.57 0.00215456 103.495 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2558.79 0.000149822 14.9065 0.6839 1 3630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2714.47 0.0194555 361.025 0.5092 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2432 2623.56 7.86499e-06 27.9704 1.403e-07 0.001 2976 LS failed, Hessian reset
2084 2665.06 1.07196e-05 44.7598 2.221e-07 0.001 2385 LS failed, Hessian reset
2099 2665.2 0.000322352 63.8336 1 1 2403
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2896.11 0.000327803 189.291 0.4684 0.4684 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2780.86 0.00502314 109.262 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2558.84 9.22716e-06 13.8116 1 1 3757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2623.62 0.00021223 23.3659 0.3869 1 3059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2558.91 0.00400546 190.97 0.4557 1 3875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2665.91 0.000396097 35.0106 1 1 2526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2511 2623.62 1.00828e-05 42.4784 1.964e-07 0.001 3123 LS failed, Hessian reset
499 2911.16 0.0062771 279.763 0.9833 0.9833 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
986 2716.86 4.0306e-05 105.864 5.456e-07 0.001 1138 LS failed, Hessian reset
999 2717.03 0.000187022 55.7007 0.5111 0.5111 1153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2790.72 0.000401864 65.4858 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2623.68 0.003856 177.504 1 1 3222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2718.69 0.000474025 67.0429 1 1 1261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2666.23 0.000153825 124.946 0.6028 0.6028 2647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2924.64 0.00111732 344.461 0.752 0.752 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3275 2559.04 6.93575e-06 23.4929 1.353e-07 0.001 4031 LS failed, Hessian reset
799 2792.87 0.00216691 175.061 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2654 2624.09 4.62672e-05 187.273 2.42e-07 0.001 3320 LS failed, Hessian reset
3299 2559.05 1.90061e-05 24.187 0.6583 0.6583 4067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2624.29 0.00109682 72.2785 1 1 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2720.94 0.000588313 44.4909 1 1 1375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2668.4 0.0352868 162.291 1 1 2763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2927.73 0.00132252 76.449 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2805.02 0.0242096 734.502 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3342 2559.06 1.83954e-05 52.8837 6.087e-07 0.001 4166 LS failed, Hessian reset
2499 2669.74 0.000219836 182.601 0.3075 0.3075 2875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2624.43 0.000396775 60.2118 1 1 3482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2559.07 0.000270035 33.0895 1 1 4245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2722.72 0.00453973 80.1287 1 1 1492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2816.05 0.121848 1668.14 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2944.49 0.00479246 662.822 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2670.73 0.000516672 35.1056 1 1 2978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2624.55 0.00015577 43.4401 1 1 3604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2559.12 0.000284159 17.4179 1 1 4364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3503 2559.12 1.9073e-06 13.8639 0.003938 1 4371
Optimization terminated normally:
Convergence detected: relative change in objective function was below tolerance
1399 2727.66 0.0123592 179.939 1 1 1604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2826.41 0.0288919 368.32 1 1 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2948.96 0.0133336 308.077 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2671.71 0.00238043 388.135 0.4736 0.4736 3093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2907 2624.55 1.69772e-05 26.8072 6.173e-07 0.001 3663 LS failed, Hessian reset
1499 2729.94 0.0020336 119.702 1 1 1715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2832.06 0.00460812 440.421 1 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2672.17 0.0028082 132.426 1 1 3206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2966.75 0.0573929 808.244 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2624.57 6.51456e-06 16.8572 0.4301 0.4301 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2732.27 0.0188299 254.246 0.5792 0.5792 1830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2836.09 0.000439684 186.791 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2847 2672.37 7.75003e-06 30.3094 4.442e-07 0.001 3302 LS failed, Hessian reset
3099 2624.67 0.00857911 365.493 0.4852 0.4852 3888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2969.53 0.0103171 135.279 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2672.43 0.000398341 38.7907 1 1 3366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2733.24 0.00250079 80.6457 1 1 1935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3122 2624.8 0.000154414 59.8123 1.088e-05 0.001 3957 LS failed, Hessian reset
1399 2841.02 0.00354618 204.004 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2970.48 0.00301463 488.238 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2624.85 6.34988e-05 19.5807 1 1 4052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2733.61 0.000457424 42.0164 0.6499 0.06499 2047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2672.6 0.0029773 118.126 0.355 1 3484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2842.51 0.00102077 103.586 1 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2974.24 0.00098103 108.554 1 1 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3001 2672.6 5.3281e-05 97.4842 5.623e-07 0.001 3534 LS failed, Hessian reset
1899 2734.02 0.00178751 85.4288 0.8767 0.8767 2157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2976.65 0.00376939 365.504 0.5104 0.5104 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2672.77 0.000176177 28.359 1 1 3642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2843.23 0.00181318 175.129 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3287 2624.87 7.75228e-06 31.1105 2.861e-07 0.001 4218 LS failed, Hessian reset
3299 2624.88 1.25487e-05 50.6225 0.2524 0.2524 4233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2673.17 0.0179848 129.463 1 1 3753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1448 2977.93 2.37492e-05 107.012 3.122e-07 0.001 1673 LS failed, Hessian reset
1999 2735.89 0.0241119 321.317 1 1 2272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2845.24 0.000718734 162.305 0.7859 0.7859 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3373 2624.89 6.38344e-07 15.7687 0.08909 1 4333
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2010 2736.48 2.77766e-05 109.004 1.635e-07 0.001 2326 LS failed, Hessian reset
1499 2979.23 0.00151603 139.266 0.4737 1 1730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2673.45 8.68625e-05 24.6898 0.2519 0.9053 3865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2845.93 0.00494691 357.403 0.8273 0.8273 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2737.08 0.000740805 56.2252 1 1 2424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2673.5 0.000745182 30.5868 1 1 3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2980.66 0.0011875 153.34 0.6369 0.6369 1844
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2847.42 0.00769843 180.156 0.3715 1 2117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2737.51 5.88573e-05 46.6618 0.4248 1 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2673.63 7.40295e-05 36.9803 1 1 4101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2848.19 0.000176343 100.068 0.6732 0.6732 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2981.8 0.00469993 186.917 1 1 1954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3509 2673.63 1.06797e-05 41.6659 2.673e-07 0.001 4156 LS failed, Hessian reset
2299 2737.69 0.000544067 86.3243 0.3796 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3535 2673.64 1.07414e-05 43.7977 2.104e-07 0.001 4229 LS failed, Hessian reset
1799 2984.32 0.0649077 720.256 1 1 2072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2848.87 7.93562e-05 128.756 0.4486 0.4486 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2737.77 0.000436975 56.1323 1 1 2812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2673.67 0.000710057 40.9433 1 1 4302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2987.9 0.000593531 70.7793 1 1 2183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3639 2673.68 4.71091e-06 18.5696 3.536e-07 0.001 4386 LS failed, Hessian reset
99 2781.04 0.00102807 184.538 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2183 2849.17 6.02172e-06 30.9894 1.734e-07 0.001 2488 LS failed, Hessian reset
2199 2849.2 0.000173295 52.0552 1 1 2505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2863.04 0.0013508 687.597 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2737.94 8.8262e-05 38.8772 0.5581 0.5581 2935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2673.69 0.000154316 31.5997 1 1 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2989.72 0.00528728 380.165 0.9748 0.9748 2293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2849.64 0.000542222 67.0556 1 1 2617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2864.12 0.0402934 2525.41 0.2823 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3772 2673.7 2.57876e-06 12.2346 1 1 4545
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2738.07 0.000192418 58.8118 0.6166 0.6166 3050
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2982.69 0.0777372 1600.45 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2990.41 7.11935e-05 48.0858 0.9913 0.9913 2408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2959.78 0.000289496 214.337 0.0694 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2667 2738.12 1.00384e-05 36.2482 1.466e-07 0.001 3176 LS failed, Hessian reset
2399 2851.34 0.0100029 51.7795 1 1 2729
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3031.13 0.000392007 508.062 0.2934 0.2934 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2738.13 2.29546e-05 13.4827 0.253 1 3218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2990.6 0.00176704 62.8976 1 1 2526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2852.47 0.00396249 222.159 0.9684 0.9684 2841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2986.41 0.0122871 1565.46 0.4032 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2739.24 0.000482109 112.894 1 1 3336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3056.68 0.050705 1433.7 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2991.84 0.00511741 67.4261 1 1 2637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2853.57 0.00992314 146.299 1 1 2952
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2739.8 0.000189743 27.1372 0.9005 0.9005 3447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2999.48 0.0220461 710.374 1 1 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3074.75 0.00475457 2744.65 0.6301 0.6301 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2992.32 0.00754488 315.523 1 1 2743
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2696 2854.65 2.22619e-05 91.7863 3.892e-07 0.001 3118 LS failed, Hessian reset
2699 2854.65 6.96792e-05 76.3221 1 1 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3003.62 0.00242883 335.012 0.2522 1 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2967 2739.89 5.79851e-06 15.2046 1.221e-07 0.001 3594 LS failed, Hessian reset
2499 2993.23 0.00029582 88.182 1 1 2865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2739.9 0.000169614 21.2276 1 1 3636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3092.19 0.0180358 1089.01 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3006.84 0.00031257 89.7621 0.6576 0.6576 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2855.42 0.000527707 203.003 0.4045 1 3231
2599 2993.62 0.000549433 75.3922 1 1 2975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3095.1 0.000650816 238.225 4.015 0.4015 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3066 2739.95 2.28835e-05 67.4253 3.699e-07 0.001 3767 LS failed, Hessian reset
3099 2739.97 9.55195e-05 27.5165 1 1 3808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3010.85 0.00756292 608.483 1 1 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2993.74 0.000229945 51.6417 0.9806 0.9806 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2855.77 0.000142463 31.8635 0.8783 0.8783 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3097.64 0.000266405 76.7267 0.7037 0.7037 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2739.99 9.01297e-05 33.4826 1 1 3936
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2740 2993.94 6.26076e-06 35.5161 1.185e-07 0.001 3201 LS failed, Hessian reset
899 3021.6 0.00379167 150.735 1 1 1025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2989 2856.14 2.63135e-05 48.8229 9.584e-07 0.001 3492 LS failed, Hessian reset
2999 2856.14 8.51345e-05 70.9347 1 1 3502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3099.73 0.00745418 341.262 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2740.08 0.000845749 47.9784 1 1 4048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2788 2994.1 2.69491e-06 14.6976 1.173e-07 0.001 3303 LS failed, Hessian reset
2799 2994.11 0.00012901 30.7594 0.3752 0.3752 3317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3313 2740.08 5.24666e-06 21.4429 2.493e-07 0.001 4103 LS failed, Hessian reset
999 3027.79 0.00468756 588.18 0.3298 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
962 3104.64 6.35765e-05 220.735 5.416e-07 0.001 1119 LS failed, Hessian reset
3099 2856.27 0.000202406 80.7759 0.1247 1 3626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3107.76 0.00180477 273.988 1 1 1161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3357 2740.11 3.24589e-05 35.9607 1.272e-06 0.001 4195 LS failed, Hessian reset
3103 2856.27 9.52915e-06 49.1652 1.807e-07 0.001 3674 LS failed, Hessian reset
2899 2994.33 0.000537892 123.733 1 1 3426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3036.54 0.00355171 576.414 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2740.12 1.45365e-05 11.8704 0.9619 0.9619 4252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3111.57 0.00628045 76.2694 1 1 1274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2856.47 0.000979332 73.6196 1 1 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2994.43 0.0012276 61.5111 1 1 3541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3039.78 0.00155228 595.38 0.6684 0.6684 1355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2856.54 0.000148809 30.4929 1 1 3903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2994.51 0.000169697 42.2081 1 1 3651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3464 2740.16 4.08023e-05 23.7929 8.03e-07 0.001 4405 LS failed, Hessian reset
1299 3043.58 0.0105557 729.667 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3112.96 0.00732729 112.537 0.8745 0.8745 1390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2740.19 0.00033501 117.402 1 1 4448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2856.63 0.00311372 36.9888 1 1 4024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1320 3045.26 0.000146275 124.704 1.451e-06 0.001 1534 LS failed, Hessian reset
1299 3119.25 0.00420065 273.004 1 1 1502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3156 2994.54 8.25927e-06 42.2075 2.236e-07 0.001 3752 LS failed, Hessian reset
3538 2740.2 1.54346e-05 32.0886 8.396e-07 0.001 4543 LS failed, Hessian reset
3199 2994.56 7.39624e-05 31.173 1 1 3800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3045.95 0.00280494 219.533 1 1 1619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3121.23 6.13543e-05 35.0119 1 1 1618
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2740.21 4.08825e-05 18.649 10 1 4617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2856.9 0.000756831 104.882 1 1 4136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2994.76 0.0102273 123.103 1 1 3914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2798.48 0.00133431 406.921 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3121.79 0.00610857 264.614 1 1 1726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2740.24 1.73688e-05 11.1184 0.6883 0.6883 4736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3048.97 0.00135767 99.8566 1 1 1740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2856.97 5.59149e-05 101.036 0.2049 0.3969 4261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3712 2740.24 2.20064e-05 41.0725 1.615e-06 0.001 4794 LS failed, Hessian reset
3726 2740.24 7.59226e-07 12.8348 1 1 4813
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 2995.59 0.00147156 109.467 1 1 4026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2870.24 0.0336125 667.89 0.1027 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3123.86 0.00040928 172.425 1 1 1842
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3049.68 0.00362801 509.736 1 1 1850 3699 2857.1 5.70498e-05 22.0141 0.2348 0.8226 4376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3481 2995.9 2.06285e-05 101.087 3.572e-07 0.001 4155 LS failed, Hessian reset
3499 2995.93 2.22034e-05 22.7468 1.192 0.1192 4176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3050.75 0.000104215 48.1139 1 1 1968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2906.11 0.0414903 236.195 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2857.18 0.000211391 27.7224 1 1 4499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3125.11 0.00391279 401.733 0.1645 0.9362 1953
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3051.78 0.00261993 103.9 1 1 2080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2996.02 0.00133929 32.5177 1 1 4285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2923.01 0.00225997 317.598 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2857.23 0.000517509 23.425 1 1 4622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3636 2996.08 6.78359e-06 37.4281 1.168e-07 0.001 4376 LS failed, Hessian reset
1799 3125.96 0.00474987 210.29 1 1 2072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2931.18 0.00550293 280.105 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3053.8 0.000342321 59.8419 0.614 0.614 2192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2857.29 1.6201e-05 17.8652 0.2481 0.2481 4746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2996.13 4.85698e-05 21.2558 0.7764 0.7764 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2647.65 0.045345 1088.38 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3126.61 0.000286084 65.6827 1 1 2184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2940.93 0.020245 1050.61 0.3647 0.3647 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3055.33 0.000200244 30.9477 1 1 2302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2996.18 0.000707547 13.3209 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2857.45 0.00280006 63.6837 1 1 4864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2780.52 0.0105034 715.47 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3132.28 0.00244414 785.159 1 1 2299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2953.56 0.0288437 550.04 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3855 2996.23 1.08015e-05 47.3823 9.532e-08 0.001 4667 LS failed, Hessian reset
2099 3055.88 0.000124951 31.6048 1 1 2419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2996.26 0.000143872 22.2857 0.3107 1 4720
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2857.58 3.63046e-05 58.2688 1 1 4979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2956.02 0.0058279 234.477 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3134.28 0.00287176 109.823 1 1 2409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2801.17 0.000972444 698.848 0.2609 0.2609 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3949 2996.29 3.05835e-06 18.9863 1.622e-07 0.001 4818 LS failed, Hessian reset
2159 3055.98 1.43437e-05 73.1922 1.69e-07 0.001 2532 LS failed, Hessian reset
3999 2996.31 0.000541704 32.1297 1 1 4882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2971.56 0.0801838 1081.88 0.8159 0.8159 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2822.92 0.00671659 1009.49 0.2096 0.2096 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2857.65 0.00151976 92.1741 0.5495 0.5495 5114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2187 3056.04 4.34792e-06 19.2968 1.121e-07 0.001 2607 LS failed, Hessian reset
2199 3134.87 4.20337e-05 67.6205 0.7902 0.7902 2526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3056.05 0.000267832 16.8207 1 1 2620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2981.45 0.0174639 944.966 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2996.34 7.38949e-05 34.9354 0.7353 0.7353 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2871.9 0.037039 473.811 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3135.09 0.00265812 56.6424 1 1 2638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4394 2857.7 3.24797e-06 18.2003 1.613e-07 0.001 5266 LS failed, Hessian reset
4399 2857.7 8.34758e-06 15.837 0.5848 0.5848 5272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3056.89 8.0556e-05 27.1191 1 1 2734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4407 2857.7 1.42477e-06 12.2742 1.055e-07 0.001 5328 LS failed, Hessian reset
599 2903.51 0.00370299 424.345 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2996.4 0.000335662 39.3788 1 1 5124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3135.78 0.00369644 278.06 0.7267 0.7267 2749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2989.15 0.00430581 196.56 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3057.33 0.000140341 92.5695 1 1 2848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2857.71 0.000413355 23.7923 1 1 5440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2996.54 0.000150635 51.7664 1 1 5234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3000.51 0.00129473 281.614 0.5183 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3057.42 7.71073e-05 19.3072 0.814 0.814 2971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3135.98 1.14478e-05 32.1701 0.2733 0.2733 2870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2566.33 0.0123631 970.98 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2910.89 0.00166962 183.13 0.8192 0.8192 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4352 2996.59 5.90585e-06 28.1084 3.206e-07 0.001 5328 LS failed, Hessian reset
4599 2857.76 0.000400363 29.3776 2.416 0.2416 5558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3002.99 0.00159756 83.2345 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2996.6 0.000116782 9.48659 1 1 5385
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3136.19 0.00146534 76.7614 1 1 2977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3057.83 0.0280781 166.303 1 1 3081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2929.23 0.00727526 604.778 0.4084 0.4084 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2603 3057.87 2.61959e-05 133.937 1.608e-07 0.001 3127 LS failed, Hessian reset
4699 2857.89 0.00142756 59.1781 0.126 1 5678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2649 0.22977 1864.31 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3004.78 0.000941929 50.5162 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4468 2996.64 9.01128e-06 44.4384 2.642e-07 0.001 5511 LS failed, Hessian reset
899 2945.97 0.0107463 438.031 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3136.7 0.00266353 240.536 1 1 3090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2713 3136.75 1.36965e-05 68.2713 2.123e-07 0.001 3147 LS failed, Hessian reset
4799 2857.94 0.00112497 23.3927 1 1 5799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3058.47 0.00629951 157.713 1 1 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2996.64 4.05828e-05 12.3751 0.7495 0.7495 5549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2718.78 0.0239124 602.096 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2714 3058.59 2.32617e-05 66.3118 5.786e-07 0.001 3289 LS failed, Hessian reset
1499 3005.59 0.00256081 111.892 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3136.96 0.00234684 96.8318 1 1 3248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2857.97 0.000100906 19.349 0.2329 1 5919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2995.26 0.00171534 110.897 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2774.45 0.0429694 249.799 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3058.78 0.000206068 22.9195 1 1 3385
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2996.66 4.94978e-05 18.7182 1 1 5672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3007.92 0.00382417 80.6714 0.4648 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3137.21 0.000146734 51.9033 1 1 3362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2857.99 0.000241645 24.0781 1.934 0.1934 6044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3019.53 0.00162093 290.308 4.37 0.437 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2871.16 0.0091694 1487.67 0.4881 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2996.68 2.11255e-05 26.5924 0.7485 0.7485 5795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2883 3058.88 6.3441e-06 32.8306 2.44e-07 0.001 3542 LS failed, Hessian reset
1699 3010.62 0.00690736 99.2631 1 1 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4718 2996.69 3.16816e-06 18.9036 2.224e-07 0.001 5860 LS failed, Hessian reset
2899 3058.9 2.06059e-05 31.239 1 1 3560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5058 2858.02 4.10126e-06 24.1359 2.063e-07 0.001 6152 LS failed, Hessian reset
2999 3137.33 0.000329401 207.304 0.3006 0.3006 3478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2858.02 5.73195e-06 11.9558 0.3218 0.3218 6201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3027.6 0.0254641 231.902 1 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4733 2996.69 9.31615e-06 28.1483 1.017e-06 0.001 5925 LS failed, Hessian reset
599 2911.48 0.031683 345.794 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3043 3137.37 5.65684e-06 28.5665 2.992e-07 0.001 3570 LS failed, Hessian reset
1799 3013.45 0.00164901 100.701 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3059.04 0.000401866 51.0809 1 1 3692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4763 2996.7 3.6186e-06 10.8308 4.145e-07 0.001 6002 LS failed, Hessian reset
4765 2996.7 1.09968e-06 5.34397 0.7526 0.7526 6004
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5199 2858.04 0.000223767 28.2738 0.8218 0.8218 6327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2920.31 0.00610925 576.213 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3033.27 0.00262318 507.208 0.4292 0.04292 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3014.41 0.00248043 96.9373 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3087 3137.39 7.9069e-06 34.4304 9.922e-08 0.001 3662 LS failed, Hessian reset
3099 3137.4 4.71281e-05 23.5852 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5288 2858.09 5.62889e-06 28.9781 1.351e-07 0.001 6464 LS failed, Hessian reset
5299 2858.09 1.86582e-05 14.6234 1 1 6477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3059.27 3.0152e-05 51.6858 1 1 3814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2936.02 0.0218566 149.594 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3016.75 0.000788196 84.1017 1 1 2219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3037.63 0.000793584 121.464 1 1 1553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3137.44 1.63395e-05 23.0959 0.6008 0.6008 3805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5381 2858.09 3.0924e-06 12.3777 0.2363 1 6582
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 2946.46 0.0193113 619.875 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3017.62 0.00503804 129.434 1 1 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3137.48 0.000128217 12.7145 1 1 3921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3059.32 0.000627776 68.4298 1 1 3933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3041.86 0.00254332 114.945 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3018.62 0.00210118 207.192 1 1 2447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2985.78 0.0778295 428.856 1 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3137.51 3.74512e-05 20.5362 1 1 4047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2257 3018.91 1.16474e-05 53.3777 1.707e-07 0.001 2561 LS failed, Hessian reset
1099 2995.27 0.00714072 323.887 1 1 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3137.57 0.000497291 109.634 0.2122 1 4165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3059.5 0.000280317 169.361 1 1 4045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3019.09 2.95556e-05 35.2068 0.5938 0.5938 2610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3010.27 0.0275102 955.378 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3546 3137.59 1.30212e-05 38.5621 8.932e-07 0.001 4273 LS failed, Hessian reset
1599 3043.18 0.00140692 209.567 1 1 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3019.67 0.000343341 100.43 1 1 2728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3137.62 4.59187e-05 21.4669 1 1 4333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3059.6 1.59633e-05 17.0597 0.647 0.647 4170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3018.61 0.000492628 176.792 0.3975 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3619 3137.62 4.45232e-06 24.2723 2.128e-07 0.001 4391 LS failed, Hessian reset
3409 3059.61 6.43475e-06 28.552 4.272e-07 0.001 4226 LS failed, Hessian reset
1699 3044.55 0.00128512 94.3433 0.2854 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2626.88 0.00315136 223.98 1 1 110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3677 3137.63 6.52644e-06 33.3583 3.239e-07 0.001 4502 LS failed, Hessian reset
2499 3020.38 0.0146747 111.348 1 1 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3026.4 0.00717596 279.533 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3137.63 1.77333e-05 21.6661 0.5963 0.5963 4535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3445 3059.63 2.35319e-05 48.4866 8.286e-07 0.001 4320 LS failed, Hessian reset
2599 3021.27 0.00205326 202.348 1 1 2950
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3059.65 2.17901e-05 24.1635 0.1778 0.1778 4390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2714.28 0.00452862 234.68 0.785 0.785 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3733 3137.63 9.75479e-07 11.3504 1.031e-07 0.001 4618 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 3045.07 0.00579982 138.042 1 1 2016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3036.76 0.0492991 3545.23 0.3412 0.3412 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3022.17 0.000217866 28.5787 1 1 3062
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3059.68 3.16668e-05 20.1085 1 1 4508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2779.11 0.0123884 623.126 0.2326 0.2326 328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3045.8 0.0281182 287.745 1 1 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3058.89 0.00195406 453.263 1 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3022.57 0.00113095 207.941 0.03225 1 3178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3664 3060.11 0.000269171 195.136 1.838e-06 0.001 4622 LS failed, Hessian reset
399 2806.72 0.0010637 163.436 0.783 0.783 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3047.53 0.00314282 313.211 0.7158 0.7158 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3060.25 0.000347123 89.5806 1.67 0.167 4661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2815 3022.59 8.02025e-06 17.8516 1.047e-07 0.001 3266 LS failed, Hessian reset
1699 3062.04 0.000774414 63.0054 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2871.15 0.0184878 1943.59 0.473 0.473 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3048.15 4.73078e-05 24.7541 1 1 2345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3022.93 0.000107418 20.3132 0.8752 0.8752 3359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3068.99 0.00108482 185.766 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3785 3060.36 9.85686e-06 31.0392 9.512e-08 0.001 4813 LS failed, Hessian reset
3799 3060.37 7.12947e-05 16.7794 1 1 4827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2909.88 0.0137595 339.193 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3023.31 0.00153848 68.9546 1 1 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3048.57 0.00024965 18.0704 0.7923 0.7923 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3070.81 0.000276743 77.6512 0.2949 0.2949 2130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3024.02 0.000846823 183.57 0.8228 0.8228 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3889 3060.44 1.95899e-05 97.2631 1.496e-07 0.001 4981 LS failed, Hessian reset
699 2920.33 0.00251103 65.5823 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3048.78 0.000417981 71.8077 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3060.45 0.000138423 94.0142 1 1 4992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3071.91 0.00520078 234.633 1 1 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3935 3060.47 5.64739e-06 27.4303 2.129e-07 0.001 5080 LS failed, Hessian reset
3199 3025.9 0.0774801 339.489 1 1 3689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2925.58 0.00175539 205.921 3.669 0.3669 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3073.11 0.00590132 119.096 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3048.95 0.00558999 95.3406 1 1 2692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3978 3060.48 8.02303e-06 39.4927 2.329e-07 0.001 5174 LS failed, Hessian reset
3999 3060.48 6.10402e-06 15.4528 1 1 5200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3029.84 0.0121019 266.182 1 1 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3078.2 0.0088927 308.166 1 1 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2953.62 0.00810576 181.366 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3049.09 6.48086e-05 39.4793 0.3742 0.3742 2807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3060.51 0.00138005 87.0017 0.3855 1 5325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3030.84 0.0173764 248.629 1 1 3909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2962.87 0.0117673 334.028 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3079.51 0.00186363 133.808 1 1 2583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3049.24 0.00502225 253.374 0.4434 0.8947 2922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3437 3031.08 3.28268e-05 134.454 3.085e-07 0.001 4002 LS failed, Hessian reset
4199 3060.88 0.00424384 96.9109 1 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2623 3049.36 1.88109e-05 91.4527 1.937e-07 0.001 2989 LS failed, Hessian reset
3499 3031.25 0.000244036 186.689 0.6594 0.6594 4075
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3080.55 0.000389472 82.6787 1 1 2695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2979.29 0.0883578 533.129 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4293 3061 3.90729e-06 22.5919 1.726e-07 0.001 5595 LS failed, Hessian reset
4299 3061.01 7.96439e-05 60.9429 1 1 5602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3049.68 0.000919367 55.1733 1 1 3078
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3031.47 0.000153585 15.1108 1 1 4192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2988.34 0.00312402 157.496 0.8938 0.8938 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4332 3061.02 6.65831e-05 97.6455 3.991e-06 0.001 5685 LS failed, Hessian reset
2725 3049.73 7.66803e-06 43.3132 1.77e-07 0.001 3153 LS failed, Hessian reset
2499 3081.45 0.000174627 59.2081 1 1 2809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3655 3031.5 5.0146e-06 26.6567 1.488e-07 0.001 4302 LS failed, Hessian reset
2799 3049.77 0.000975056 68.4093 1 1 3244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3006.23 0.234164 268.948 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3081.98 0.00532913 119.508 1 1 2919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3031.53 0.00019189 112.992 0.1122 1 4355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4394 3061.03 1.24463e-06 13.0856 7.415e-08 0.001 5817 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 3049.92 0.00413634 185.35 0.5271 1 3366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3763 3031.75 1.2898e-05 56.5654 1.145e-07 0.001 4477 LS failed, Hessian reset
2699 3084.03 0.00455674 252.609 0.338 0.338 3035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3017.4 0.00115475 177.484 0.1739 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3031.84 0.000378289 75.3202 1 1 4516
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3085.58 0.0161094 131.878 0.5551 0.5551 3144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3050.04 0.000153451 29.8387 0.2685 1 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3020.24 0.00139766 59.0839 0.3774 1 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3002 3050.04 4.96391e-06 24.9259 1.777e-07 0.001 3535 LS failed, Hessian reset
3855 3031.97 1.52004e-05 72.0718 1.243e-07 0.001 4628 LS failed, Hessian reset
2899 3086.75 0.000190739 68.9207 1 1 3252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3050.14 9.09357e-05 15.7566 1 1 3650 1599 3022.68 0.00521054 166.912 1 1 1810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3893 3032.05 4.53309e-06 23.4938 1.928e-07 0.001 4717 LS failed, Hessian reset
3899 3032.05 0.000211925 118.076 1 1 4723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3088.06 0.00223425 148.529 3.511 0.3511 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3945 3032.07 2.08927e-05 19.7556 9.043e-07 0.001 4816 LS failed, Hessian reset
1699 3023.69 0.00132338 57.8124 1 1 1920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2697.88 0.00282839 144.836 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3050.2 0.000326894 61.0145 1 1 3763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3971 3032.08 6.51162e-06 18.5504 9.62e-08 0.001 4890 LS failed, Hessian reset
3228 3050.22 1.91536e-09 10.0498 4.66e-05 1 3808
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
3099 3089.15 0.000214956 175.128 0.8341 0.8341 3478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3995 3032.09 1.36822e-05 31.0238 5.976e-07 0.001 4963 LS failed, Hessian reset
3999 3032.09 3.60097e-05 17.9403 5.816 1 4969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3024.36 0.005567 266.086 1 1 2025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2779.61 0.0234005 555.803 1.229 0.1229 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3090.02 0.000463142 35.6234 1 1 3593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3025.86 0.00937709 359.723 1 1 2134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3032.49 0.00112078 44.3054 1 1 5089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2747.22 0.0433125 761.478 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2828.93 0.03404 834.508 0.9027 0.9027 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3090.42 0.00296425 140.796 1 1 3711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3028.87 0.0271173 596.843 1 1 2242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3032.58 0.000148863 36.0025 1 1 5198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2893.24 0.0717527 1288.9 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2779.29 0.0167872 325.676 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2040 3030.93 1.79576e-05 61.0462 1.577e-07 0.001 2328 LS failed, Hessian reset
3399 3090.53 0.00031886 139.643 1 1 3819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4252 3032.66 2.28454e-05 95.5837 2.995e-07 0.001 5312 LS failed, Hessian reset
4299 3032.67 0.000124498 42.3753 1 1 5366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3031.7 9.52024e-05 79.3096 1 1 2391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2836.67 0.0122823 186.046 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2939.97 0.012734 327.003 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3090.85 0.00226639 86.4598 1 1 3936
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3511 3090.87 9.21435e-06 49.7713 1.162e-07 0.001 3997 LS failed, Hessian reset
4327 3032.68 8.76159e-06 34.861 1.098e-07 0.001 5459 LS failed, Hessian reset
599 2976.48 0.0119619 239.599 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2866.36 0.00583249 479.357 0.2354 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3032.37 2.90822e-05 37.9994 1.163e-06 0.001 2534 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4357 3032.69 1.48274e-05 50.0589 3.253e-07 0.001 5532 LS failed, Hessian reset
3599 3090.92 1.78926e-05 16.0594 0.5997 0.5997 4100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3032.69 6.07157e-05 15.0529 1 1 5584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2982.56 0.0022143 116.282 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3032.5 0.00372689 216.281 1 1 2646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4407 3032.69 9.94948e-06 27.627 6.125e-07 0.001 5639 LS failed, Hessian reset
499 2880.6 0.0475711 1125.12 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3091.06 0.000734241 76.3375 1 1 4216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4431 3032.69 3.39162e-06 13.7481 1.08e-07 0.001 5710 LS failed, Hessian reset
2399 3033.14 0.00683191 74.8729 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4445 3032.69 1.19579e-06 7.56225 0.3242 0.3242 5725
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 2905.12 0.00685702 137.242 0.8616 0.8616 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2999.86 0.105885 759.852 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3091.14 0.0005308 82.006 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2802.79 0.0591728 1594.42 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3033.61 0.000155398 55.7182 1 1 2874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3028.86 0.0036781 1019.89 0.3745 0.3745 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2925.56 0.021528 432.07 0.6664 0.6664 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3091.2 0.000216919 14.6692 0.4674 0.4674 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3046.69 0.0637226 930.526 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3033.84 0.000156526 54.869 0.8966 0.8966 2986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2856.31 0.028378 307.333 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2988.86 0.0263337 724.391 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3926 3091.25 2.82259e-05 126.973 2.026e-07 0.001 4522 LS failed, Hessian reset
1099 3055.22 0.00333325 173.649 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3034.09 0.00028771 110.323 0.3472 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3984 3091.3 4.45435e-06 22.7575 2.826e-07 0.001 4629 LS failed, Hessian reset
299 2894.48 0.00454232 564.021 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3023.24 0.0127549 761.166 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3091.31 3.00469e-05 16.3429 1 1 4646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4011 3091.31 2.49434e-06 16.9932 1.147e-07 0.001 4708 LS failed, Hessian reset
1199 3059.46 0.00130714 60.0085 1 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2916.63 0.0139512 348.067 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3034.19 0.000152777 18.5985 1 1 3227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3031.28 0.0233735 1453.9 0.3365 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3091.33 0.00208952 33.5204 1 1 4807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3065.6 0.0565541 212.508 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3053.67 0.00157094 189.76 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2962.27 0.0860518 912.936 0.5462 0.5462 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3034.6 9.10936e-05 30.6643 0.2507 0.02507 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3091.41 3.22757e-05 11.827 1 1 4932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3090.22 0.00294773 133.686 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3037.75 0.00230745 435.555 0.2543 0.7131 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3058.68 0.0194768 299.056 1.236 0.1236 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3091.44 0.000154995 16.2408 1 1 5052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3034.71 0.000347019 149.599 0.1339 1 3464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4312 3091.44 1.61741e-05 20.1965 1.164e-06 0.001 5105 LS failed, Hessian reset
1499 3109.65 0.00235363 195.873 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3059.38 0.00225076 440.496 0.1115 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3070.16 0.0265455 179.924 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3061 3034.77 6.39622e-06 24.6523 2.296e-07 0.001 3577 LS failed, Hessian reset
4339 3091.44 9.31695e-06 10.7156 0.286 1 5141
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 3034.78 0.000436869 44.2447 1 1 3629
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3075.76 0.0120993 567.642 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3073.48 0.000590018 685.279 0.1687 0.1687 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3119.33 0.0126845 508.515 1 1 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3034.83 4.80138e-05 57.7135 0.6854 0.6854 3751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3129.85 0.005661 226.615 0.2893 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3081.37 0.00483434 227.072 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3083.24 0.0267252 862.877 1 1 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3132.08 0.000362434 100.013 1 1 2014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3035.03 0.00012736 32.2962 0.1917 0.1917 3864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3104.35 0.00508135 635.272 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3088.72 0.00464002 396.803 1 1 1797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3136.33 0.00865884 705.853 1 1 2128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3035.11 0.0019413 51.7201 1 1 3989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3121.57 0.00327113 735.849 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3091.56 0.0152945 241.218 1 1 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3141.08 0.000308176 281.533 1 1 2242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3142.97 0.00591322 718.639 0.4024 0.4024 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3035.36 4.30547e-05 19.1043 1 1 4104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3096.25 0.00204837 165.027 1 1 2020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3144.05 0.00532038 133.786 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3157.04 0.0124737 307.464 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2867.04 0.0350698 805.448 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3098.47 0.000390734 56.6083 1 1 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3584 3035.41 7.46342e-06 29.5374 2.274e-07 0.001 4248 LS failed, Hessian reset
3599 3035.41 7.12317e-06 20.0202 0.1449 0.5317 4267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3147.23 0.000274829 39.7657 1 1 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3603 3035.41 3.31492e-06 14.5166 2.058e-07 0.001 4312 LS failed, Hessian reset
3605 3035.41 1.09016e-06 10.1826 0.2594 1 4315
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1399 3178.55 0.00340703 250.473 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2908.31 0.0342685 992.445 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3102.86 0.000125077 94.2593 0.3826 0.3826 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3148.69 0.00140316 347.463 1 1 2568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3190.73 0.00196496 562.432 0.9947 0.9947 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3106.84 0.0016896 150.533 1 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2955.35 0.0019312 216.695 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3152.44 0.00680789 108.527 1 1 2679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2902.05 0.00460778 221.511 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3205.16 0.000625754 124.401 1 1 1798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2988.62 0.0649732 870.377 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3114.59 0.00482778 291.492 1 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3155.63 0.00213325 167.329 0.4547 0.4547 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2928.62 0.000972936 109.07 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3128.07 0.0010054 113.505 0.9154 0.9154 2578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3016.95 0.0102468 124.033 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3207.55 0.0139442 325.138 1 1 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3157.78 0.00496246 192.799 1 1 2900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3039.24 0.00847589 1286.23 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3131.48 0.000304249 93.7182 1 1 2690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3034.78 0.0541442 1269.28 0.8851 0.8851 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3160.17 4.98695e-05 59.5237 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3208.97 0.00167299 56.1886 1 1 2037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3081.86 0.022402 540.64 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3210.34 0.00579155 419.772 1 1 2145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3160.95 0.00290373 81.2453 1 1 3127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3079.89 0.0510068 538.703 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3137.83 0.00318378 140.546 0.6952 0.6952 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3129.34 0.0136082 238.815 1 1 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3161.88 0.00279292 73.2135 1 1 3247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3211.62 0.0119006 451.527 1 1 2258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3146.76 0.00965096 352.598 1 1 2917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3099.84 0.00187761 108.523 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3107.15 0.0233898 181.251 1 1 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3140.55 0.000328768 235.543 0.1785 0.1785 686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3212.87 0.000406567 68.2284 1 1 2373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3163.05 0.000212537 120.494 0.7949 0.7949 3358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3149.09 0.00455346 353.316 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2945.14 0.00592882 345.401 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3150.42 0.000147339 49.6645 1 1 3137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3163.89 0.000274404 110.445 1 1 3472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3112.37 0.0192952 400.1 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3153.34 0.00235504 175.832 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3213.51 0.00160296 129.231 0.2981 0.2981 2486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3120 3163.96 0.000189626 87.3215 1.167e-05 0.001 3534 LS failed, Hessian reset
199 3031.87 0.272351 1132.85 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3151.39 0.00817985 404.118 0.2578 1 3250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3214.02 0.000185794 47.5833 0.985 0.985 2594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3164.11 0.000373527 69.9491 1 1 3633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3161.68 0.0052437 293.946 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3116.59 0.00282671 374.695 0.3709 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3108.55 0.00549766 283.294 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3153.22 0.000198941 31.951 1 1 3358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3165.29 0.000761586 79.3155 1 1 3754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3214.49 0.00188966 338.219 0.3328 0.3328 2706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3175.16 0.0668327 719.265 1.254 0.1254 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3121.3 0.00127368 284.625 0.2728 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3153.8 0.00612779 557.054 0.2842 1 3472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3146.39 0.00375852 600.412 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3165.64 4.8747e-05 31.2923 1 1 3872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3189.52 0.00333601 110.854 1 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3124.85 0.00566033 484.375 0.5913 0.5913 1464
2458 3217 1.49973e-05 51.1296 1.288e-07 0.001 2819 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3157.94 0.0193395 566.215 0.1366 1 3580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3217.35 0.00153627 109.381 1 1 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3160.16 0.026531 337.962 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3166.15 0.000995857 119.568 1 1 3984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3195.22 0.0112246 302.615 1 1 1247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3130.53 0.0178456 374.654 0.8443 0.08443 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3159.35 0.00036486 51.871 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3193.88 0.00086954 745.027 0.1377 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3217.94 0.000464901 18.5787 0.7191 0.7191 2983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3167.67 0.0164398 183.357 3.328 0.3328 4095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3204.3 0.00340271 256.083 0.3208 0.9256 1361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3134.63 0.00295284 521.601 1 1 1683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3160.9 0.00184055 87.1444 1 1 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3210.45 0.0468465 727.497 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2652 3218.09 2.36906e-05 80.0689 3.734e-07 0.001 3090 LS failed, Hessian reset
99 2986.94 0.0258536 195.438 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3168.24 0.00230153 164.792 1 1 4209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3218.21 3.54551e-05 17.7301 1 1 3141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3135.75 0.00581474 309.63 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3441 3162.35 1.33087e-05 61.6013 1.842e-07 0.001 3895 LS failed, Hessian reset
1299 3209.81 0.0393668 720.819 0.3579 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3237.85 0.00628411 153.541 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2713 3218.23 6.4581e-06 19.9499 1.232e-07 0.001 3207 LS failed, Hessian reset
3799 3168.77 0.000745028 89.171 1 1 4331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3162.79 0.000602514 80.273 0.7672 0.7672 3959
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3067.46 0.0104486 596.475 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3138.05 0.000663079 89.5172 1 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3217 0.0118671 165.396 1 1 1588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3822 3168.78 3.88456e-06 20.5166 2.258e-07 0.001 4417 LS failed, Hessian reset
899 3260.52 0.0051338 404.699 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2783 3218.32 1.04818e-05 42.5474 2.118e-07 0.001 3333 LS failed, Hessian reset
3599 3163.06 0.00213123 72.7382 1 1 4080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3218.34 2.79898e-05 20.329 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3128.7 0.0312659 1736.19 0.7195 0.7195 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3139.49 0.00505617 239.014 1 1 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3168.9 0.000122796 27.1822 1 1 4503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3220.03 0.00438088 223.936 1 1 1703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3264.67 0.000527263 140.289 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3163.31 2.39576e-05 17.2234 1 1 4193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3187.36 0.0230795 124.578 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3141.36 0.00219392 60.7027 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3218.43 0.000109345 36.5669 0.4205 0.4205 3469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3222.69 0.00175234 106.37 1 1 1815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3169.17 4.63461e-05 15.908 1 1 4623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3268.97 0.0410282 672.057 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2908 3218.44 4.75344e-05 89.2849 1.498e-06 0.001 3523 LS failed, Hessian reset
3799 3163.54 0.000600251 29.2017 1 1 4306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3193.43 0.0455379 550.757 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3144.64 0.0015352 491.917 0.6197 0.6197 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3223.49 0.000332103 71.4717 0.5305 0.5305 1924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3277.25 0.010168 308.293 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3163.9 0.00228886 26.8867 1 1 4422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3218.57 0.00656708 183.235 0.5109 0.5109 3628
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3169.27 0.000236549 33.3793 1 1 4734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3201.47 0.0267619 274.315 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3145.92 0.00181401 97.2806 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3219.31 0.00303332 184.826 1 1 3735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3164.09 0.000395619 36.4554 1 1 4530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3288.34 0.000799138 448.28 0.1784 0.1784 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3224.02 0.000923567 130.71 1 1 2046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3169.42 0.000227906 19.87 1 1 4852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
2199 3148.05 0.000538907 47.7173 1 1 2451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3216.61 0.12202 1358.93 1 1 771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3219.59 0.000191315 23.4455 1 1 3847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3164.51 0.000160162 114.732 0.1712 1 4642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3224.54 0.00119415 57.4206 1 1 2158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3296.05 0.00342809 218.232 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3169.61 0.00176437 170.521 1 1 4961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3148.79 0.00107079 177.88 1 1 2564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3078.65 0.0175165 990.323 0.383 0.383 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3224.47 0.00945799 418.744 0.7998 0.7998 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3164.69 0.00168657 132.074 1 1 4753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3299.72 0.00369496 360.087 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3219.71 2.74922e-05 22.3488 0.6617 0.06617 3971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3224.89 0.00732703 122.774 1 1 2272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3169.73 0.00137681 129.947 0.4634 0.4634 5081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4413 3169.76 1.53696e-05 56.2538 4.39e-07 0.001 5137 LS failed, Hessian reset
2399 3149.24 0.000473754 44.5052 1 1 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3174.86 0.011216 413.421 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4440 3169.77 3.65602e-06 17.8567 1.992e-07 0.001 5210 LS failed, Hessian reset
899 3235.28 0.00129529 91.6207 0.6744 0.6744 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3302.6 0.00599364 98.6061 1 1 1781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3150.69 0.00061429 103.855 0.6827 0.6827 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3165.06 0.00429853 243.744 1 1 4862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3227.22 0.00115514 111.271 0.3215 0.9392 2382
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3219.82 0.000168474 33.1908 0.7302 0.7302 4076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3195.95 0.0242318 343.008 0.993 0.993 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3169.92 0.00011116 50.3303 0.8024 0.8024 5277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3151.65 8.12764e-05 25.4979 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3151.98 0.00285089 96.3666 0.9558 0.9558 3042
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3227.57 0.00022697 42.1091 0.9398 0.5465 2500
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3167.02 0.000141884 88.4853 10 1 4976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3245.77 0.0376066 398.016 1 1 1097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3308.37 0.00117127 162.515 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3219.97 4.98008e-05 20.5092 0.1496 0.7401 4190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3156.35 0.0261715 104.446 1 1 3165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3234.58 0.00843128 608.577 0.4506 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4583 3170 9.0157e-06 30.8104 4.755e-07 0.001 5418 LS failed, Hessian reset
4599 3170 6.88793e-05 40.1991 0.1642 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3167.3 0.0136098 341.983 1 1 5092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3577 3220 3.4805e-06 13.2071 0.2443 1 4283
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1099 3258.55 0.00218186 276.435 0.3008 0.3008 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3311.04 0.00066757 318.097 0.2617 0.2617 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3227.75 3.1372e-05 51.4516 0.3162 0.3162 2622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3157.59 0.00291912 46.1684 1 1 3275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3284.25 0.0161789 1304.06 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3170.07 0.000449237 25.4292 0.1839 1 5557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3228 0.00188865 71.3861 1 1 2729
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3313.14 0.00573902 300.803 0.4493 1 2113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4576 3167.47 1.04313e-05 12.9016 7.498e-07 0.001 5225 LS failed, Hessian reset
1199 3279.8 0.00255255 553.926 0.3684 1 1325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4700 3170.07 1.51425e-05 15.9505 5.955e-07 0.001 5604 LS failed, Hessian reset
4599 3167.48 0.000237999 29.4604 1 1 5249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3160.35 0.000960415 425.435 0.2571 1 3394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3347.3 0.0254099 492.965 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3317 0.0022329 94.7402 1 1 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3287.94 0.00724359 932.413 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3228.39 0.000678695 64.1797 1 1 2848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3167.6 0.00147057 32.1961 0.6704 0.6704 5364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4798 3170.13 6.79077e-06 32.6057 1.782e-07 0.001 5761 LS failed, Hessian reset
4799 3170.13 4.41745e-06 21.5744 1 1 5762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3161.72 0.000254352 124.952 1 1 3504
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3364.56 0.0148453 469.234 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3112 3161.99 4.19673e-05 98.4916 6.671e-07 0.001 3558 LS failed, Hessian reset
2099 3318.74 0.00180433 124.496 0.1539 0.9601 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3292.37 0.000557973 143.469 0.2503 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3168.02 0.0013462 176.133 1 1 5472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3228.6 0.000274673 56.107 1 1 2962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3170.16 0.000680587 21.4145 0.1926 1 5879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3389.33 0.0250269 200.387 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3162.6 5.24037e-05 20.1693 0.6674 0.6674 3658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4922 3170.17 5.9861e-06 22.7867 9.854e-08 0.001 5967 LS failed, Hessian reset
4899 3168.16 0.000678957 99.1326 0.3862 1 5583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3319.49 0.000543291 247.156 0.2096 0.2096 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3299.63 0.00131742 146.297 1 1 1651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3253 3163.01 8.41314e-05 72.7089 9.475e-07 0.001 3754 LS failed, Hessian reset
2699 3230.21 0.0111912 94.9289 1 1 3071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3403.84 0.0434318 327.658 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3163.32 0.000367989 84.2122 1 1 3807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3170.21 0.000599497 29.547 1 1 6053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3168.85 0.00140919 252.562 0.4852 1 5696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3320.65 0.00230869 218.617 0.7544 0.7544 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3309.14 0.00892651 236.653 0.4532 1 1770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3230.97 0.000597414 121.423 1 1 3181
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3436.11 0.00094811 652.788 0.2651 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3170.23 3.89789e-05 27.444 0.2536 0.2536 6168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3170.31 0.00542779 63.6744 0.4179 1 5805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3163.4 0.000324593 29.7139 0.2605 1 3930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3322.58 0.000490685 160.059 1 1 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3314.91 0.000599727 93.9533 0.7383 0.7383 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2822 3231.2 2.36847e-05 55.1055 8.086e-07 0.001 3259 LS failed, Hessian reset
5199 3170.4 0.000166039 90.4516 0.3104 0.3104 6287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3448.95 0.0218454 240.423 1 1 1253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3170.49 0.000126259 18.5834 1 1 5915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3323.35 0.00202007 158.068 1 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2886 3231.36 1.11427e-05 20.1412 1.5e-07 0.001 3378 LS failed, Hessian reset
3499 3163.47 4.73599e-05 16.6216 0.2264 0.2264 4054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3231.37 3.45849e-05 14.4896 1 1 3396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3317.7 0.00305221 264.659 1 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3462.09 0.00262699 84.9166 1 1 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3170.75 0.00159058 52.0651 1 1 6030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2911 3231.38 5.77415e-06 17.3676 1.869e-07 0.001 3457 LS failed, Hessian reset
5296 3170.56 1.82418e-05 74.0007 3.354e-07 0.001 6432 LS failed, Hessian reset
5299 3170.56 2.01299e-06 7.03803 1 1 6435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3163.61 0.00430181 95.9749 0.2623 1 4163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3324.11 0.000424304 51.511 0.273 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3614 3163.68 4.94295e-05 62.5119 1.515e-06 0.001 4222 LS failed, Hessian reset
5335 3170.8 3.58591e-05 169.591 1.787e-07 0.001 6108 LS failed, Hessian reset
1899 3320.88 0.000142802 61.1377 0.2842 0.2842 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5322 3170.57 2.24634e-06 11.4573 1.167e-07 0.001 6506 LS failed, Hessian reset
1299 3466.17 0.00354643 360.078 1.166 0.1166 1478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5324 3170.57 1.45088e-06 3.50319 1 1 6510
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2625 3324.28 8.35949e-06 28.7451 2.096e-07 0.001 2962 LS failed, Hessian reset
2999 3231.92 0.00075337 24.9881 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5354 3170.82 3.75626e-06 16.874 1.107e-07 0.001 6180 LS failed, Hessian reset
3699 3163.87 0.000248147 42.5622 2.612 0.2612 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3321.78 0.00127052 29.0126 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3170.83 9.76296e-05 38.2356 0.4433 0.4433 6245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3232.15 0.000546494 20.1319 1 1 3664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3470.6 0.00241178 143.646 1 1 1592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3324.54 0.0016683 159.791 0.7289 0.7289 3047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3721 3163.88 5.21949e-06 14.707 3.158e-07 0.001 4398 LS failed, Hessian reset
3113 3232.16 5.57877e-06 17.781 2.933e-07 0.001 3723 LS failed, Hessian reset
2099 3322.47 0.00267273 196.787 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3170.87 0.000264966 22.5676 0.9807 0.9807 6356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3471.99 0.00772782 105.048 0.6935 0.6935 1705
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3324.81 0.00128207 35.0245 1 1 3158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3163.89 3.3406e-06 11.6467 1 1 4491
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3807 3163.89 9.83228e-07 12.144 1 1 4503
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3172 3232.2 8.47559e-06 25.3967 2.185e-07 0.001 3844 LS failed, Hessian reset
2199 3325.26 0.00230078 132.769 0.1839 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3170.89 2.83891e-05 14.9766 1 1 6472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3188 3232.21 8.83074e-06 24.5529 1.827e-07 0.001 3901 LS failed, Hessian reset
2899 3327.07 0.0011013 78.469 1 1 3277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3232.22 1.83715e-05 23.3962 0.4042 0.4042 3914
5639 3170.9 4.57124e-05 9.00776 1 1 6520
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3473.37 0.0182334 1077.13 1 1 1819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3210 3232.22 7.29481e-06 21.734 4.362e-07 0.001 3971 LS failed, Hessian reset
2299 3326.31 0.000333281 107.529 0.348 0.348 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3328.89 0.00194557 64.2422 1 1 3393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3477.89 0.0461826 534.605 1 1 1934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3327.05 0.0096541 274.51 1 1 2660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3290 3232.32 3.97996e-06 13.7595 2.637e-07 0.001 4114 LS failed, Hessian reset
3299 3232.33 4.26621e-05 15.0729 0.9762 0.9762 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3329.2 0.000159057 44.2108 1 1 3511
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3480.02 0.0011521 78.8546 1 1 2045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3306 3232.33 1.40398e-05 27.7377 1.296e-06 0.001 4166 LS failed, Hessian reset
2499 3328.42 0.00417383 99.105 1.511 0.1511 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3329.54 0.000351753 40.0909 1 1 3623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2527 3328.85 4.43873e-05 114.6 1.884e-07 0.001 2853 LS failed, Hessian reset
1899 3481.18 0.00213349 284.065 1 1 2157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3232.38 4.1861e-05 32.0495 0.5297 0.5297 4276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3248 3329.6 1.53542e-05 44.0587 5.238e-07 0.001 3725 LS failed, Hessian reset
2599 3329.95 0.00246145 179.071 1 1 2939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3481.46 0.00169351 80.3789 1 1 2270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3232.42 5.09473e-05 13.6239 0.7613 0.7613 4392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3329.66 0.000119889 15.4675 1 1 3783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3514 3232.43 2.83175e-05 36.4924 1.192e-06 0.001 4449 LS failed, Hessian reset
2640 3330.09 3.9682e-05 99.4362 4.166e-07 0.001 3029 LS failed, Hessian reset
2099 3484.57 0.0436576 194.225 1 1 2376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3329.86 0.00291109 51.4742 1 1 3894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3330.17 0.00186187 55.1995 1 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3232.48 0.00748714 82.4733 2.005 0.2005 4548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3487.91 0.00570453 152.657 0.195 1 2490
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2733 3330.24 2.3199e-05 42.0546 1.623e-07 0.001 3184 LS failed, Hessian reset
3499 3330.7 0.00147001 32.4134 1 1 4004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3233.02 0.00147132 204.603 0.5399 0.5399 4662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3330.32 0.000168784 41.3523 0.415 1 3262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3490 0.00250924 282.73 0.0466 1 2610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3331.06 4.35768e-05 16.7692 0.8913 0.8913 4120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3490.56 0.000489705 37.6783 1 1 2724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3786 3233.23 9.46159e-06 26.3819 4.515e-07 0.001 4803 LS failed, Hessian reset
2852 3330.33 9.01772e-06 22.8199 1.816e-07 0.001 3370 LS failed, Hessian reset
3799 3233.23 4.91119e-05 36.3512 0.1378 0.6644 4818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3331.13 0.000288372 42.6431 0.2056 0.2056 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2430 3491.04 6.14375e-05 120.789 7.742e-07 0.001 2803 LS failed, Hessian reset
2899 3330.43 0.0140726 75.6218 1 1 3427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3233.27 0.00297992 47.1255 1 1 4941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2476 3491.43 4.30082e-05 37.2899 9.176e-07 0.001 2897 LS failed, Hessian reset
3799 3331.34 0.00159601 55.5012 1 1 4362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3330.82 0.00398985 66.0565 1 1 3538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3491.49 0.00031901 104.17 1 1 2924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3233.47 6.60245e-05 26.1806 0.9294 0.9294 5064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2542 3491.58 4.71484e-05 41.6817 1.381e-06 0.001 3013 LS failed, Hessian reset
3899 3331.87 0.000355973 21.7432 1 1 4472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3331.47 0.000401228 59.6125 0.2493 1 3656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3276.99 0.00870327 499.939 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3491.66 0.000295252 87.3709 0.2644 1 3081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3917 3331.91 3.69235e-05 57.3716 6.917e-07 0.001 4550 LS failed, Hessian reset
4099 3233.55 0.00163543 91.7345 1 1 5178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3492.45 0.000255811 92.6253 1 1 3194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3331.75 3.2463e-05 19.3107 0.5917 0.5917 3783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3389.21 0.00540655 306.61 1 1 242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3332.2 0.000178415 57.6616 0.7221 0.7221 4646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3233.62 0.00149268 42.3848 1 1 5301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3492.64 0.000929079 90.037 1 1 3308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3332.31 0.000119299 18.1031 0.7698 0.7698 4766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3256 3331.8 2.29241e-05 43.7035 6.896e-07 0.001 3905 LS failed, Hessian reset
299 3489.44 0.1659 7684.51 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4220 3233.63 9.76714e-06 30.59 1.997e-07 0.001 5376 LS failed, Hessian reset
3299 3331.83 0.000182641 66.0788 1 1 3953
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3308 3331.83 1.00338e-05 19.7312 9.859e-07 0.001 4003 LS failed, Hessian reset
4199 3332.35 0.000180351 32.484 1 1 4878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3590.37 0.0216352 2004 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4258 3233.65 5.80652e-06 16.1414 1.8e-07 0.001 5465 LS failed, Hessian reset
2899 3493.78 0.00198289 103.868 0.2202 0.9831 3421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4269 3233.66 7.13833e-06 19.0985 1.719e-07 0.001 5518 LS failed, Hessian reset
4280 3233.66 3.24672e-06 11.2014 2.696e-07 0.001 5570 LS failed, Hessian reset
4283 3233.66 7.52867e-07 8.00877 0.8554 0.8554 5575
3399 3331.84 0.000439104 33.6905 1 1 4118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 3634.78 0.00589029 723.727 0.4173 0.9084 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3332.54 0.0349665 250.037 1 1 4997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3495.28 0.00388903 71.2354 1 1 3534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3436 3331.87 1.29497e-05 38.7378 3.983e-07 0.001 4205 LS failed, Hessian reset
4325 3332.6 6.49214e-06 23.9854 2.449e-07 0.001 5073 LS failed, Hessian reset
3464 3331.89 7.33397e-06 16.6809 1.677e-07 0.001 4277 LS failed, Hessian reset
99 3207.45 0.0102324 968.106 0.9477 0.9477 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3663.71 0.000812236 274.427 0.325 0.7421 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3331.9 0.000312888 26.8679 0.4441 0.4441 4322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3332.64 0.000536239 28.8225 0.9223 0.9223 5155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3087 3496.17 0.000114874 132.169 9.85e-07 0.001 3681 LS failed, Hessian reset
3099 3496.36 0.00257503 280.365 1 1 3693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3690.45 0.00376589 253.824 1 1 809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3426.38 0.00411688 1400.27 0.9406 0.9406 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3332.03 0.00720487 51.9791 1 1 4432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3332.68 0.00026263 23.8069 0.4327 0.4327 5277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3496.71 0.000490658 26.6463 0.5408 0.5408 3810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3700.02 0.0037085 481.498 1 1 923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3564.32 0.105864 3076.37 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3332.17 0.000441244 26.1227 1 1 4554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3332.73 0.000323768 31.1832 1 1 5393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4604 3332.73 6.20724e-06 20.8288 4.106e-07 0.001 5436 LS failed, Hessian reset
3299 3496.9 6.79924e-05 23.5858 0.1914 1 3938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3731 3332.19 7.52151e-06 15.4801 6.895e-07 0.001 4630 LS failed, Hessian reset
899 3709.7 0.0063363 1146.33 0.298 0.298 1039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4615 3332.73 3.24546e-06 10.4153 1.885e-07 0.001 5483 LS failed, Hessian reset
3737 3332.19 1.04755e-05 27.8451 1.738e-07 0.001 4676 LS failed, Hessian reset
399 3663.02 0.0184105 2336.16 0.2522 0.2522 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4618 3332.73 2.86686e-06 6.3826 1.409 0.7952 5489
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 3281.42 0.020536 2299.19 0.8623 0.8623 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3407.29 0.0400106 324.322 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3497.19 0.00218593 137.586 0.3651 1 4048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3719.48 0.000877872 116.972 1 1 1151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3332.2 0.000661788 36.5776 1 1 4752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3765.68 0.022052 1910.61 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3538.39 0.0275335 734.77 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3584.32 0.0277241 1638.41 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3830 3332.22 7.44749e-06 22.0891 2.351e-07 0.001 4839 LS failed, Hessian reset
3482 3497.68 2.74332e-05 68.3896 5.652e-07 0.001 4180 LS failed, Hessian reset
1099 3728.66 0.00162236 163.588 1 1 1263
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3497.72 0.000120723 14.4363 1 1 4201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3808.72 0.0091572 883.029 0.3774 0.3774 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3692.69 0.00616036 437.071 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3895 3332.24 1.04672e-05 22.6002 7.129e-07 0.001 4968 LS failed, Hessian reset
3899 3332.24 5.81399e-06 11.6992 0.7037 0.7037 4972 299 3739.93 0.0144736 1876.73 0.5579 0.5579 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3905 3332.24 1.19149e-06 8.31703 0.3725 1 4980
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 3774.47 0.031298 1016.7 1 1 1374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3905.22 0.0597585 1774.66 0.3808 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3497.92 0.000728115 25.0797 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3788.91 0.00792026 654.382 1 1 468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3843.95 0.030195 2199.52 0.3345 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3654 3498.12 1.51596e-05 24.438 1.433e-07 0.001 4430 LS failed, Hessian reset
799 3924.76 0.0364773 2052.84 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3784.7 0.00279911 87.5003 1 1 1493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3498.24 0.000299004 38.2642 1 1 4484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3810.56 0.00467681 540.452 1 1 582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3916.61 0.0109597 287.283 1 1 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3787.19 0.00727381 278.441 0.4075 1 1603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3945.93 0.00223242 158.776 0.9994 0.9994 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3754 3498.29 7.14626e-06 25.4565 3.321e-07 0.001 4596 LS failed, Hessian reset
3792 3498.3 1.53268e-06 13.3421 1 1 4649
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 3942.07 0.00147684 1294.13 0.2543 0.2543 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3956.63 0.0107389 828.686 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3981.31 0.00687611 721.011 0.5351 0.5351 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3794.31 0.000532819 61.0154 1 1 1715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3974 0.0173262 646.038 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3979.3 0.0455258 1246.9 1 1 1231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4005.16 0.00636055 425.944 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4030.86 0.00842179 1231.59 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3797.52 0.000547898 43.7696 1 1 1839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3991.07 0.00202203 128.209 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4020.51 0.00822042 1008.53 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4044.17 0.00190426 229.575 0.7712 0.7712 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3800.61 0.000782293 61.9771 0.2455 0.2455 1956
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3994.25 0.0591724 1653.3 1 1 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4095.29 0.0109325 890.898 0.435 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3804.13 0.021748 284.422 0.3837 1 2074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4047.81 0.00116983 240.614 1 1 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4000.39 0.0127736 1146.44 0.239 0.239 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4133.43 0.0036604 382.146 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3810.68 0.00333501 235.271 1 1 2180
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4078.73 0.0028244 252.591 1 1 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3813.67 0.00636189 693.217 0.8262 0.8262 2291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4003.86 0.00234493 353.202 1 1 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4157.85 0.00144961 477.066 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4106.74 0.00279859 177.771 1 1 1358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3815.23 6.38012e-05 41.5449 0.2486 0.9492 2406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4007.76 0.000647891 211.416 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4170.01 0.0260037 474.837 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4120.27 0.0210471 465.511 1 1 1480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3815.69 0.000266346 22.4751 1 1 2523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4009.07 0.000735454 168.986 0.8303 0.8303 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4178.31 0.00224526 286.692 0.9386 0.9386 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4134.21 0.00187781 617.183 1 1 1590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3816.04 0.000282392 37.9459 10 1 2636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4009.69 0.00216409 174.523 1 1 2020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4184.8 0.0011334 881.825 0.3401 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4143.91 0.023567 622.695 1 1 1698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3817.36 0.00129853 251.136 0.6431 0.6431 2745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4188.17 0.0118956 722.135 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4010.97 0.000779107 115.33 1 1 2134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4146.61 0.000112478 84.7268 1 1 1805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3817.99 0.00112227 211.698 1 1 2854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4011.9 0.000480484 199.773 0.2032 0.2032 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2521 3818.07 3.63378e-06 19.1381 1.65e-07 0.001 2926 LS failed, Hessian reset
1599 4191.2 0.00135985 223.456 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4150.67 0.000373384 378.584 0.2235 0.2235 1922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3818.25 0.000946673 80.1209 1 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4012.72 0.000411865 43.4294 1 1 2365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4193.18 0.00315255 142.087 1 1 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4151.79 0.00151602 226.23 1 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2650 3818.41 3.45151e-06 15.5825 1.263e-07 0.001 3120 LS failed, Hessian reset
2199 4013.05 0.000188964 63.3152 0.5207 0.5207 2476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4196.7 0.00131367 119.391 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3818.47 4.353e-05 33.9956 1 1 3184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4153.16 0.000199288 130.099 1 1 2142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4202.23 0.00141509 166.324 1 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4013.34 0.000576332 131.168 0.6793 0.6793 2592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3819.57 0.000649816 58.9886 1 1 3296
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4155.55 0.00044466 134.669 0.9937 0.9937 2252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4205.36 0.00430193 449.225 1 1 2216
2399 4013.6 0.00053738 73.8803 0.5798 0.5798 2708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3820.34 0.000147409 71.5262 1 1 3404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4159.04 0.00539035 257.982 1 1 2366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2456 4013.69 4.79908e-06 29.6767 2.032e-07 0.001 2814 LS failed, Hessian reset
2099 4208.93 0.0103014 245.248 1 1 2325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2958 3820.8 1.27243e-05 55.633 1.142e-07 0.001 3527 LS failed, Hessian reset
2499 4013.73 1.35922e-05 25.7253 1.241 0.1241 2867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3821.04 0.000146079 115.28 0.6511 0.6511 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4161.88 0.000561277 146.442 1 1 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4213.22 0.0104174 592.875 0.1265 1 2437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4013.85 0.00510102 107.263 1 1 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3821.22 0.000339621 44.0292 1 1 3690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4163.96 0.00991551 123.487 1 1 2590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4215.83 0.000416597 126.152 1 1 2544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4014.93 0.00610671 73.0061 1 1 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3821.48 0.000322107 25.1568 1 1 3810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4164.89 0.00315028 537.118 0.2945 0.2945 2697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4216.4 0.000959938 75.1778 1 1 2654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4015.36 0.00221391 23.8694 1 1 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3821.6 0.000429361 99.3711 1 1 3921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4165.67 0.000460426 54.3241 1 1 2807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4217.3 0.000531628 84.1532 1 1 2764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4015.9 0.000113523 56.8451 0.8811 0.8811 3320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3822.55 0.0025448 208.204 1 1 4029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4166.22 0.000620356 77.7973 0.4672 0.4672 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4217.61 0.00517985 107.52 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4016.04 0.00103194 152.233 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4166.87 0.000181408 50.5007 1 1 3019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3823.35 1.24013e-05 17.5762 1 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4217.92 0.000390013 37.9108 1 1 2989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3004 4016.05 2.62101e-05 39.4508 4.305e-07 0.001 3478 LS failed, Hessian reset
3019 4016.06 2.75018e-06 15.7123 8.756e-08 0.001 3537 LS failed, Hessian reset
2799 4167.38 0.000969382 78.9677 0.8697 0.08697 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4218.06 0.000249804 73.2847 0.6723 0.6723 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3590 3823.54 8.73635e-06 42.8893 1.379e-07 0.001 4294 LS failed, Hessian reset
3599 3823.56 0.000334447 103.231 0.3491 1 4304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3077 4016.08 6.51995e-06 40.7694 1.882e-07 0.001 3654 LS failed, Hessian reset
3619 3823.59 3.88959e-06 16.8081 3.534e-07 0.001 4383 LS failed, Hessian reset
2899 4167.89 0.000817597 173.076 0.3242 0.3242 3245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4016.09 2.0665e-05 16.71 0.3956 0.3956 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4218.44 0.000367082 203.837 0.7341 0.7341 3213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3823.69 0.00181473 57.1073 1 1 4473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4168.4 0.000673955 45.0264 2.233 0.2233 3361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4016.11 0.00115846 64.481 0.3808 1 3800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3707 3823.69 2.65364e-06 14.4596 2.03e-07 0.001 4524 LS failed, Hessian reset
2999 4219.03 0.00974785 90.6875 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3200 4016.11 2.20482e-05 69.8727 3.419e-07 0.001 3845 LS failed, Hessian reset
3099 4168.47 3.83816e-05 25.9844 1 1 3472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3823.76 0.0019974 49.6921 1 1 4635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4219.42 0.00105547 156.801 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4016.14 0.00486075 199.718 1 1 3982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3152 4168.7 3.61395e-05 184.944 1.819e-07 0.001 3571 LS failed, Hessian reset
3899 3823.92 0.000683251 113.153 0.08612 0.5914 4759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4168.8 3.22668e-05 24.3396 1 1 3625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3190 4219.57 1.09144e-05 72.4461 7.18e-08 0.001 3586 LS failed, Hessian reset
3199 4219.57 1.83008e-05 48.6112 0.3438 1 3597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4016.32 0.00579456 114.613 1 1 4101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3944 3823.95 8.13549e-06 34.0477 3.134e-07 0.001 4861 LS failed, Hessian reset
3299 4168.9 0.00409209 54.2435 1 1 3738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3823.97 3.70764e-05 49.4368 0.8878 0.8878 4925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4219.67 0.000483897 93.3327 0.2707 1 3717
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4016.43 0.00147695 64.9129 0.2221 1 4220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4168.98 2.72454e-05 31.7796 0.2487 0.2487 3845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3824.04 0.000696978 59.7862 1 1 5030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4219.91 0.00280101 792.045 1 1 3829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3562 4016.49 2.66636e-06 18.3712 1.057e-07 0.001 4338 LS failed, Hessian reset
3599 4016.51 0.000476701 13.2376 0.8451 0.8451 4383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3824.1 1.19388e-05 27.6183 0.2354 0.2354 5150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3483 4169.11 2.94494e-06 25.1293 9.65e-08 0.001 3990 LS failed, Hessian reset
3499 4169.12 8.07825e-05 94.3231 1 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4220.05 2.84496e-05 28.3254 0.9777 0.09777 3950
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4234 3824.11 4.69767e-06 17.3836 1.055e-07 0.001 5231 LS failed, Hessian reset
3699 4016.54 8.52758e-05 35.44 0.961 0.961 4517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3508 4220.05 1.81739e-06 13.0274 7.333e-08 0.001 4004 LS failed, Hessian reset
3521 4220.05 2.31349e-06 9.17175 1 1 4023
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3539 4169.14 3.22615e-06 24.896 8.135e-08 0.001 4101 LS failed, Hessian reset
4299 3824.12 0.000107305 20.6116 1 1 5319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4169.16 0.00107251 44.7532 1 1 4170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3758 4016.56 4.46218e-06 24.1702 2.31e-07 0.001 4633 LS failed, Hessian reset
3799 4016.56 1.11621e-05 15.8802 0.5554 0.5554 4686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3824.52 0.00509547 62.6679 1 1 5437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4169.32 0.00042018 32.5602 1 1 4283
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3867 4016.57 2.18622e-07 9.72859 0.03493 0.03493 4773
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4499 3825.03 0.000220518 60.8638 1 1 5551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4169.59 0.000271083 44.8458 1 1 4403
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3825.17 0.000477666 22.0396 1 1 5662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4169.73 6.71493e-05 61.0364 0.5245 0.5245 4515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4640 3825.29 2.02651e-05 94.7698 1.465e-07 0.001 5779 LS failed, Hessian reset
3945 4169.76 9.06279e-06 29.1682 3.452e-07 0.001 4610 LS failed, Hessian reset
4699 3825.41 4.09306e-05 32.9343 0.2925 1 5853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4169.77 0.000255074 20.4729 1 1 4673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4739 3825.41 3.50061e-06 16.1928 1.227e-07 0.001 5940 LS failed, Hessian reset
4099 4169.79 0.000375321 40.842 1 1 4791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4750 3825.42 2.32619e-07 8.56493 3.214e-08 0.001 6002 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 4169.84 0.00387417 227.634 0.2413 1 4906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4170.27 0.00333994 100.743 1 1 5017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4170.42 6.01166e-05 31.2824 0.257 0.4934 5133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4425 4170.42 1.53326e-06 13.4561 9.364e-08 0.001 5209 LS failed, Hessian reset
4499 4170.43 5.11857e-05 14.9341 0.8756 0.8756 5298
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4540 4170.43 3.39596e-05 7.78378 0.9089 0.9089 5349
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fb90642b3a0>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3392.31 0.0569551 1197.64 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3461.15 0.0113321 334.252 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3508.88 0.00745737 118.596 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3548.58 0.00116782 262.738 0.3479 0.3479 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3592.44 0.0781883 1358.19 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3636.91 0.052962 555.29 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3673.09 0.0120917 159.643 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3693.89 0.0150215 629.571 0.2403 0.2403 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3712.89 0.0637724 1051.35 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3723 0.00208812 181.187 0.6253 0.6253 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3734.25 0.000637648 272.492 0.3406 0.3406 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3745.02 0.000950685 94.4473 1 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3748.75 0.00315994 84.5861 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3750.55 0.00702918 192.803 1 1 1584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3752.25 0.00489162 111.018 1 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3753.13 0.000862433 50.4134 1 1 1811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3753.45 0.000494654 55.542 1 1 1915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1787 3753.71 1.30266e-05 36.8826 1.836e-07 0.001 2053 LS failed, Hessian reset
1799 3753.77 0.000276473 29.978 1 1 2066
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3754.25 0.00147249 32.8542 1 1 2177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3754.68 0.00497998 139.126 1 1 2283
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3756.2 0.000857453 117.19 0.3643 0.3643 2401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2178 3756.49 1.12822e-05 37.4305 2.452e-07 0.001 2530 LS failed, Hessian reset
2199 3756.52 0.000683816 110.47 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3756.86 0.00396904 54.8849 0.4591 0.4591 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2324 3756.9 2.28526e-05 60.4988 1.783e-07 0.001 2742 LS failed, Hessian reset
2399 3756.99 0.000151476 40.403 1 1 2827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3757.9 0.0401207 146.353 0.8948 0.8948 2939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3759.64 0.00682275 552.131 0.2472 0.2472 3054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3760.72 0.00717202 94.1849 1 1 3162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3761.07 3.67639e-05 16.8821 0.6883 0.6883 3276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2870 3761.53 1.00452e-05 33.503 2.04e-07 0.001 3438 LS failed, Hessian reset
2899 3761.75 0.000243031 36.6741 0.2116 1 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3761.89 5.18749e-06 43.1714 0.1589 0.1589 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3761.95 5.71386e-06 8.52013 0.7107 0.007107 3707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3112 3761.95 8.33698e-06 20.5139 1.661e-07 0.001 3763 LS failed, Hessian reset
3199 3761.98 0.000614713 46.005 1 1 3865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3762.11 0.000198083 31.7818 1 1 3980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3762.4 0.000480865 39.0794 1 1 4091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3476 3762.48 2.05156e-05 27.045 1.23e-06 0.001 4253 LS failed, Hessian reset
3499 3762.49 0.000103037 60.342 0.6037 0.6037 4278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3545 3762.54 1.46176e-05 24.4451 7.38e-07 0.001 4377 LS failed, Hessian reset
3599 3762.56 1.69918e-05 25.6707 1.187e-06 0.001 4520 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3651 3762.57 2.59364e-05 10.2034 1 1 4587
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 616.791 0.000272668 40.0211 0.9612 0.9612 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 508.56 0.00163678 51.6388 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 509.412 0.000723893 142.754 0.6649 0.6649 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 696.682 2.59982e-05 23.7907 0.3831 0.3831 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
162 616.824 0.000125161 33.6062 2.719e-06 0.001 236 LS failed, Hessian reset
146 696.707 6.03339e-05 33.0781 2.755e-06 0.001 214 LS failed, Hessian reset
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 616.832 1.19017e-06 23.0944 0.8979 0.8979 278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 510.198 0.00016006 59.7861 0.769 0.769 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 617.007 4.92446e-05 23.2452 0.4371 0.4371 393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 920.012 0.000123781 28.9723 0.8202 0.8202 140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
113 920.036 2.75991e-05 42.1995 1.01e-06 0.001 197 LS failed, Hessian reset
181 696.714 3.22554e-05 30.8228 1.047e-06 0.001 292 LS failed, Hessian reset
199 696.715 5.47834e-07 19.315 0.629 0.629 312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
351 617.012 1.38747e-05 27.3496 5.967e-07 0.001 489 LS failed, Hessian reset
399 510.352 0.000128638 29.1341 0.2769 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
372 617.012 4.63178e-08 20.5189 0.3693 0.3693 516
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 510.444 0.000593422 20.2753 0.2315 1 580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 431.957 0.00109129 81.4682 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
527 510.457 8.88937e-05 90.5938 2.167e-06 0.001 652 LS failed, Hessian reset
213 696.715 1.02347e-07 23.3504 1 1 329
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 433.447 0.000265017 58.7679 0.228 0.228 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 510.485 0.00145049 46.8409 1 1 737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 433.618 2.80975e-05 22.001 0.8205 0.8205 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 920.089 1.04234e-05 23.6581 0.5296 0.5296 301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
350 433.62 5.41182e-09 20.6995 0.00884 1 422
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
99 852.571 0.000423986 20.7543 1 1 130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 577.452 0.000501427 98.9133 0.3211 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 510.512 6.28201e-07 18.7877 0.1965 0.8617 852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
700 510.512 3.74186e-07 19.2047 0.2143 1 854
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
184 852.81 2.027e-05 28.5428 4.141e-07 0.001 276 LS failed, Hessian reset
199 852.839 3.76227e-05 57.5665 0.5938 0.5938 292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 578.898 0.00114781 90.8998 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 778.624 0.000209837 33.8155 0.2881 0.7877 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 852.955 0.00013015 15.5442 0.8903 0.8903 411
180 778.648 9.89358e-06 25.8246 4.066e-07 0.001 256 LS failed, Hessian reset
299 920.1 0.000102675 60.7539 4.212e-06 0.001 521 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 579.499 0.000171272 80.86 0.7573 0.7573 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
198 778.648 8.61653e-08 22.0531 0.2168 1 282
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 579.651 0.00584451 74.6979 1 1 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
389 920.116 1.4842e-07 22.0568 0.5774 1 637
499 579.902 3.71019e-05 26.6628 0.9694 0.9694 582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 853.01 0.000143218 42.0049 0.5166 0.5166 525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 580.146 7.58503e-05 20.6127 0.2147 1 693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 853.046 2.353e-05 24.2276 1 1 640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 580.338 5.84918e-05 21.5773 1 1 809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
741 580.342 1.73689e-07 20.9809 0.283 0.807 862
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
531 853.048 2.18084e-05 39.0359 5.19e-07 0.001 725 LS failed, Hessian reset
575 853.049 1.4213e-06 24.6316 5.577e-08 0.001 816 LS failed, Hessian reset
588 853.049 1.14499e-07 24.2501 0.2014 1 833
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
63 956.608 1.88167e-05 33.2662 6.078e-07 0.001 131 LS failed, Hessian reset
99 998.547 0.00131043 103.675 0.8769 0.8769 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 957.227 0.00254532 60.6443 1 1 180
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1058.56 0.00732211 164.704 0.1333 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
115 957.544 0.000145624 61.3559 5.253e-06 0.001 247 LS failed, Hessian reset
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
192 1001.87 8.38039e-05 31.2962 1.886e-06 0.001 278 LS failed, Hessian reset
135 957.584 1.82738e-05 26.2163 6.71e-07 0.001 314 LS failed, Hessian reset
199 1002.01 0.0057297 367.692 1 1 285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1062.33 0.00347512 262.258 0.4855 0.4855 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
185 1064.95 0.000126048 175.837 1.081e-06 0.001 256 LS failed, Hessian reset
99 1136.31 0.0809118 940.819 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1065.56 0.00131012 82.4307 1 1 270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1006.33 0.00289811 48.9552 1 1 409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
193 958.182 3.81111e-05 64.3119 4.564e-07 0.001 438 LS failed, Hessian reset
199 958.213 0.000763578 56.9964 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1102.23 0.0134282 223.904 1 1 243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
302 1006.33 2.14446e-05 29.0253 4.045e-07 0.001 467 LS failed, Hessian reset
199 1158.76 0.000394047 29.2163 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
289 1072.33 7.80562e-05 44.4282 1.974e-06 0.001 417 LS failed, Hessian reset
299 1072.42 0.00117717 115.494 0.3948 0.03948 429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
238 958.73 2.60659e-05 36.2828 8.22e-07 0.001 540 LS failed, Hessian reset
99 1177.21 0.0873725 626.977 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
356 1008.43 3.88183e-05 61.663 6.153e-07 0.001 577 LS failed, Hessian reset
339 1073.8 2.6016e-05 47.7845 5.281e-07 0.001 516 LS failed, Hessian reset
299 1163.6 0.0306963 154.99 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
241 1108.12 3.61769e-05 52.5449 6.649e-07 0.001 336 LS failed, Hessian reset
399 1009.85 8.7421e-05 33.3473 1 1 632
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1074.19 0.00174022 81.4847 1 1 594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
290 958.961 3.11884e-05 47.3986 3.719e-07 0.001 662 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
165 1194.76 4.20495e-05 70.1943 5.799e-07 0.001 227 LS failed, Hessian reset
299 1109.67 0.000896139 19.292 1 1 404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
433 1010.7 1.85187e-05 30.0893 4.7e-07 0.001 727 LS failed, Hessian reset
299 959.059 0.000468031 62.8806 2.597 0.2597 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1165.79 0.0322909 575.265 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1200.96 0.00686582 246.892 1 1 265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
445 1010.96 2.71882e-05 40.351 4.153e-07 0.001 782 LS failed, Hessian reset
318 1109.76 1.70403e-05 30.4662 8.212e-07 0.001 472 LS failed, Hessian reset
484 1074.6 2.00165e-05 37.7695 3.768e-07 0.001 722 LS failed, Hessian reset
459 1011.12 3.00648e-05 44.6833 6.984e-07 0.001 837 LS failed, Hessian reset
329 959.248 3.60063e-05 52.0394 6.307e-07 0.001 761 LS failed, Hessian reset
499 1074.68 0.000330195 16.9124 0.1464 0.8801 740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
454 1167.74 5.7474e-05 77.0201 1.7e-06 0.001 555 LS failed, Hessian reset
499 1011.36 0.000453097 39.5464 0.9713 0.9713 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1111.67 0.00692751 83.0042 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
509 1074.7 1.08915e-05 19.3397 7.175e-07 0.001 797 LS failed, Hessian reset
365 959.423 1.23578e-05 20.2839 6.329e-07 0.001 856 LS failed, Hessian reset
499 1168.49 0.00173013 138.75 0.4192 1 610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
558 1011.69 8.91521e-05 134.973 5.482e-07 0.001 998 LS failed, Hessian reset
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
552 1074.87 1.4713e-05 31.2882 5.358e-07 0.001 892 LS failed, Hessian reset
518 1168.62 4.46645e-05 76.8775 6.312e-07 0.001 684 LS failed, Hessian reset
299 1208.89 0.0334094 429.735 1 1 379
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
389 959.448 1.63407e-05 21.5735 3.566e-07 0.001 932 LS failed, Hessian reset
599 1012.46 0.00061284 30.109 1 1 1048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
411 1112.09 1.86638e-05 32.6932 7.876e-07 0.001 653 LS failed, Hessian reset
99 1216.53 0.00190404 318.967 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 959.449 2.46084e-05 18.9278 0.814 0.814 947
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1074.98 0.00113157 11.4156 1 1 952
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1169.89 0.00137626 76.0883 0.4806 0.4806 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1013.41 0.00494177 407.417 0.1491 1 1172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 959.732 0.000546264 47.4002 1 1 1069
425 1112.35 0.000147661 148.519 2.601e-06 0.001 701 LS failed, Hessian reset
637 1075.03 1.06532e-05 21.4989 4.052e-07 0.001 1035 LS failed, Hessian reset
614 1170.02 0.000108169 110.407 1.227e-06 0.001 841 LS failed, Hessian reset
399 1212.16 0.0120509 190.616 0.4975 1 493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1282.86 0.0357478 410.699 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1075.11 0.00206229 70.719 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1015.53 0.00310389 86.942 1 1 1306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
455 1113.05 5.99358e-05 15.0947 2.057e-06 0.001 802 LS failed, Hessian reset
561 959.814 9.82325e-05 73.2942 1.391e-06 0.001 1181 LS failed, Hessian reset
699 1171.26 0.0020225 67.7837 1 1 942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1319.97 0.0111845 54.8618 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1214.84 0.000645165 79.3933 0.9599 0.9599 603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1264.28 0.00631952 165.553 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1015.78 0.00102603 28.8257 0.4642 0.4642 1423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1113.43 0.0160898 161.476 1 1 854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1076.19 0.000933347 23.7066 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
579 959.841 2.39025e-05 35.3435 1.03e-06 0.001 1251 LS failed, Hessian reset
299 1329.05 0.00182299 129.298 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
916 1015.99 3.20333e-05 46.8411 7.06e-07 0.001 1528 LS failed, Hessian reset
734 1171.9 2.38013e-05 26.1091 2.3e-07 0.001 1027 LS failed, Hessian reset
599 1218.36 0.00027473 56.4677 0.4699 0.4699 735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 959.855 1.62983e-05 22.2157 0.3704 0.3704 1278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1270.15 0.00285694 79.2028 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
805 1076.19 1.07457e-05 19.1565 6.36e-07 0.001 1284 LS failed, Hessian reset
996 1016.33 4.46679e-05 63.4727 7.283e-07 0.001 1675 LS failed, Hessian reset
999 1016.33 5.45915e-05 36.1674 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1336.04 0.00124477 93.5592 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1219.18 0.00502429 202.959 1 1 846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
640 959.939 5.28562e-05 60.5062 1.468e-06 0.001 1370 LS failed, Hessian reset
799 1172.35 3.0009e-05 26.5001 0.5921 0.5921 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
674 960.003 2.61858e-05 34.5284 7.742e-07 0.001 1450 LS failed, Hessian reset
599 1114.44 0.000313586 22.6665 1 1 976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
824 1172.83 4.60946e-05 71.3798 2.804e-07 0.001 1181 LS failed, Hessian reset
699 960.014 7.41556e-05 17.4922 0.3109 1 1479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1016.57 0.000595973 40.6214 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1222.19 0.0027202 77.2823 1 1 961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1076.31 0.000184114 15.663 1 1 1399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
353 1273.65 3.20032e-05 55.5427 5.658e-07 0.001 448 LS failed, Hessian reset
483 1342.94 1.60948e-05 37.6226 4.109e-07 0.001 621 LS failed, Hessian reset
732 960.052 1.99124e-05 32.9081 5.119e-07 0.001 1558 LS failed, Hessian reset
1199 1016.73 0.000189106 29.0413 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1277.25 0.052841 839.237 1 1 500
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1343.97 0.00225508 621.492 0.3539 0.03539 639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1173.6 0.00039947 60.9339 1 1 1270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1115.79 0.00581913 168.623 0.09357 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
894 1223.85 0.000151104 51.4164 1.93e-06 0.001 1111 LS failed, Hessian reset
899 1223.89 0.00129302 103.04 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1205 1016.79 2.81845e-05 38.5165 3.439e-07 0.001 2022 LS failed, Hessian reset
499 1286.05 0.00433924 289.55 1 1 615
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1348.41 0.0028174 163.727 0.6786 0.6786 760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1249 1016.85 0.000135213 57.4077 3.788e-06 0.001 2103 LS failed, Hessian reset
705 1115.81 7.18906e-05 62.8866 2.019e-06 0.001 1154 LS failed, Hessian reset
999 1224.89 0.000110935 24.3389 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
619 1348.73 0.000124181 70.6854 1.31e-06 0.001 819 LS failed, Hessian reset
1289 1016.86 6.74123e-05 24.6035 2.63e-06 0.001 2183 LS failed, Hessian reset
1299 1016.86 2.75589e-06 21.8677 0.5991 0.5991 2193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
975 1174.09 2.15259e-05 42.9288 6.846e-07 0.001 1405 LS failed, Hessian reset
994 1076.41 3.31683e-05 44.5618 1.043e-06 0.001 1598 LS failed, Hessian reset
999 1076.42 0.000424472 106.727 1 1 1603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1022 1225.05 1.37857e-05 19.7833 2.439e-07 0.001 1311 LS failed, Hessian reset
791 960.118 0.000195115 79.9281 3.242e-06 0.001 1669 LS failed, Hessian reset
799 960.145 0.00308771 81.5234 1 1 1677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
724 1115.84 7.83784e-05 34.0945 2.659e-06 0.001 1205 LS failed, Hessian reset
1399 1016.89 0.00636776 110.277 1 1 2305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1288.19 0.00106298 82.118 0.5122 0.5122 731
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1174.23 0.000362688 45.823 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
738 1115.85 3.09504e-05 32.3648 1.126e-06 0.001 1261 LS failed, Hessian reset
699 1349.44 0.000351595 46.7678 1 1 914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 960.252 0.000870407 43.9853 3.054 0.9692 1809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1076.52 0.000825175 22.0832 1 1 1730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1035 1174.39 1.66063e-05 32.6267 7.156e-07 0.001 1517 LS failed, Hessian reset
699 1291.8 0.0137195 312.087 1 1 847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
795 1116.05 5.18952e-05 85.1879 7.31e-07 0.001 1363 LS failed, Hessian reset
920 960.292 4.13572e-05 67.272 4.355e-07 0.001 1885 LS failed, Hessian reset
799 1116.05 0.00012791 41.2445 1 1 1367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1174.57 0.000104979 32.5093 1 1 1603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 960.384 2.14397e-05 26.6558 0.5027 0.5027 1988
1195 1077.21 3.79149e-05 53.2368 1.522e-06 0.001 1885 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1077.22 0.00043535 88.3382 1 1 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1351.06 0.175412 794.964 1 1 1034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
867 1116.29 2.13879e-05 24.2896 1.088e-06 0.001 1495 LS failed, Hessian reset
799 1292.55 0.000483992 41.6587 1 1 974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1226 1077.32 2.85356e-05 51.8002 3.308e-07 0.001 1954 LS failed, Hessian reset
1151 1174.71 1.95606e-05 42.8253 3.368e-07 0.001 1711 LS failed, Hessian reset
899 1116.33 9.50019e-05 50.6249 0.2408 1 1532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1016 960.396 3.82521e-05 16.9481 3.714e-06 0.001 2051 LS failed, Hessian reset
1056 1225.18 0.00014069 88.9921 3.413e-06 0.001 1387 LS failed, Hessian reset
1486 1017.01 8.90822e-05 50.6614 3.407e-06 0.001 2441 LS failed, Hessian reset
1499 1017.01 1.55584e-05 13.2303 1 1 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
903 1116.33 5.79895e-06 10.2852 8.468e-07 0.001 1599 LS failed, Hessian reset
846 1351.6 9.71771e-06 23.7341 2.897e-07 0.001 1133 LS failed, Hessian reset
1060 960.415 5.46611e-05 49.4477 1.816e-06 0.001 2148 LS failed, Hessian reset
1199 1174.82 0.000109757 19.761 0.8958 0.8958 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1520 1017.01 1.23039e-05 20.0032 6.77e-07 0.001 2516 LS failed, Hessian reset
1245 1077.36 7.30617e-06 13.6029 5.907e-07 0.001 2020 LS failed, Hessian reset
919 1116.34 2.30963e-05 19.1907 1.064e-06 0.001 1660 LS failed, Hessian reset
1099 960.426 0.00012854 18.0921 1.473 0.4298 2199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1225.38 0.00149858 96.6923 1 1 1433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
952 1116.36 2.0919e-05 32.6225 6.587e-07 0.001 1745 LS failed, Hessian reset
1115 960.428 3.9322e-05 42.3911 1.715e-06 0.001 2259 LS failed, Hessian reset
888 1352.1 0.0001244 43.5334 1.313e-06 0.001 1271 LS failed, Hessian reset
1287 1077.37 1.72276e-05 33.3072 4.896e-07 0.001 2109 LS failed, Hessian reset
899 1293.32 0.000235614 79.8214 0.6217 0.6217 1086
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1589 1017.05 1.47468e-05 24.3853 4.308e-07 0.001 2675 LS failed, Hessian reset
899 1352.13 0.000217359 55.6886 1 1 1284
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1017.06 3.88752e-05 21.5347 0.7702 0.7702 2687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1116.42 0.00135248 22.603 1 1 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1143 960.428 5.09802e-08 14.9617 0.009797 1 2296
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 1077.38 1.63542e-05 16.409 1 1 2122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1019 1116.5 0.000105056 86.7953 1.051e-06 0.001 1883 LS failed, Hessian reset
1266 1175.91 3.14019e-05 57.8011 5.329e-07 0.001 1948 LS failed, Hessian reset
1299 1176.61 0.000171217 21.2534 0.6007 0.6007 1989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1352.91 3.20168e-05 49.2811 0.8526 0.8526 1409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1017.07 2.21132e-06 19.6672 8.345e-08 0.001 2856 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1714 1017.07 1.20719e-07 20.5239 0.5025 0.5025 2874
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1133 1225.92 5.90719e-05 112.395 2.778e-07 0.001 1506 LS failed, Hessian reset
1322 1077.38 1.26926e-05 20.6783 2.812e-07 0.001 2187 LS failed, Hessian reset
1065 1116.66 1.85615e-05 18.7884 1.188e-06 0.001 1990 LS failed, Hessian reset
999 1293.64 0.00268957 56.8352 0.581 1 1207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1116.69 8.4849e-05 101.086 0.7544 0.7544 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1226.49 4.65022e-05 14.5597 1 1 1597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1077.4 0.000328377 31.4944 1 1 2295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1141 1116.74 3.43257e-05 45.3804 9.881e-07 0.001 2131 LS failed, Hessian reset 1099 1293.82 0.000147892 45.8929 0.3172 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1442 1077.63 5.13283e-05 88.4392 5.346e-07 0.001 2429 LS failed, Hessian reset
1397 1177.15 1.40982e-05 29.0506 3.329e-07 0.001 2154 LS failed, Hessian reset
1399 1177.15 9.96911e-05 31.487 1 1 2156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1116.86 0.000785963 12.6432 1 1 2203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1077.87 0.00013072 45.5761 2.257 0.2257 2498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1294 1227.49 2.38184e-05 52.6515 3.862e-07 0.001 1751 LS failed, Hessian reset
1299 1227.51 0.000915976 110.502 1 1 1756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1296.26 0.000532597 57.4857 1 1 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1209 1116.87 1.75018e-05 23.7362 9.739e-07 0.001 2263 LS failed, Hessian reset
1499 1177.38 0.00163613 112.123 1 1 2272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1353.45 0.0112752 297.552 0.3097 0.3097 1525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1228.38 0.00215517 299.859 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1077.9 3.15097e-05 18.5195 0.2844 1 2623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1178.18 0.000426805 45.8811 1 1 2395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1286 1116.91 4.96487e-05 13.5061 2.29e-06 0.001 2401 LS failed, Hessian reset
1299 1116.91 6.77527e-05 11.2234 1 1 2415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1297.03 0.000453773 20.3933 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1617 1077.92 1.32032e-05 23.2542 8.28e-07 0.001 2693 LS failed, Hessian reset
1313 1116.91 1.38185e-05 22.6532 7.251e-07 0.001 2473 LS failed, Hessian reset
1499 1228.79 0.000218228 25.9397 1 1 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1358 1116.96 3.70619e-05 28.0686 2.017e-06 0.001 2574 LS failed, Hessian reset
1115 1354.23 4.21267e-05 102.633 2.848e-07 0.001 1600 LS failed, Hessian reset
1371 1297.14 2.8036e-05 59.376 4.625e-07 0.001 1707 LS failed, Hessian reset
1644 1178.43 0.000155597 46.9755 1.663e-06 0.001 2489 LS failed, Hessian reset
1399 1297.15 1.55219e-05 22.847 0.3676 0.3676 1741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1543 1229.04 1.37164e-05 32.224 4.391e-07 0.001 2122 LS failed, Hessian reset
1373 1116.97 1.6614e-05 28.3998 7.085e-07 0.001 2642 LS failed, Hessian reset
1399 1116.99 0.000378685 14.6566 1 1 2670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1178.63 0.000145144 34.8929 0.5376 0.5376 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1692 1077.94 1.95059e-05 23.9333 7.348e-07 0.001 2838 LS failed, Hessian reset
1699 1077.94 1.8862e-06 17.7395 0.5463 0.5463 2847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1433 1297.26 6.711e-05 106.787 2.163e-07 0.001 1817 LS failed, Hessian reset
1705 1077.94 4.40978e-07 11.1493 1 1 2856
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 1229.26 1.11913e-05 23.5379 0.1437 0.1437 2187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1355.03 8.17746e-05 37.3917 0.5242 0.5242 1704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1431 1117 4.9469e-06 9.18102 7.782e-07 0.001 2767 LS failed, Hessian reset
1499 1297.45 4.78193e-05 15.6136 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1117.94 0.000794565 40.4571 1 1 2853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1229.57 0.00548679 226.105 0.2215 1 2310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1735 1178.7 2.0015e-05 36.9542 6.409e-07 0.001 2659 LS failed, Hessian reset
1537 1118.14 0.000139412 36.8381 2.063e-06 0.001 2957 LS failed, Hessian reset
1799 1178.76 0.000146411 25.3135 0.8131 0.8131 2734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1595 1297.53 1.50633e-05 34.7952 6.176e-07 0.001 2058 LS failed, Hessian reset
1299 1355.18 0.0129017 139.046 1 1 1827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1297.53 1.4516e-05 17.7632 1 1 2064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1758 1230.25 7.46074e-05 68.8636 3.421e-06 0.001 2459 LS failed, Hessian reset
1561 1118.18 8.60976e-05 64.5066 1.721e-06 0.001 3022 LS failed, Hessian reset
1659 1297.55 8.33255e-05 82.1656 1.473e-06 0.001 2171 LS failed, Hessian reset
1574 1118.19 7.59224e-06 11.0951 9.878e-07 0.001 3101 LS failed, Hessian reset
1799 1230.57 0.00102296 58.3318 1 1 2506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1355.67 0.00378051 36.5967 1 1 1948
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1894 1179.03 0.000124468 183.588 6.494e-07 0.001 2910 LS failed, Hessian reset
1899 1179.04 0.000230191 61.5299 1 1 2915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1118.2 0.000555636 73.0862 0.06239 1 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1297.56 1.22283e-05 24.2984 0.8299 0.8299 2215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1601 1118.2 1.79007e-05 27.9197 2.69e-07 0.001 3185 LS failed, Hessian reset
1445 1355.77 6.77479e-05 103.01 7.135e-07 0.001 2040 LS failed, Hessian reset
1973 1179.37 1.62138e-05 25.044 2.479e-07 0.001 3050 LS failed, Hessian reset
1899 1230.79 0.000212419 32.7285 1 1 2635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1179.39 0.000102342 19.2615 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1355.92 7.10113e-05 21.339 1.124 0.1124 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1651 1118.23 1.51814e-06 8.3427 2.684e-07 0.001 3285 LS failed, Hessian reset
1653 1118.23 3.24031e-07 12.7004 0.2421 1 3289
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1298.02 0.000146649 21.2961 0.1229 0.3817 2336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1179.46 0.000157076 26.0328 1 1 3210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1993 1230.9 1.94483e-05 34.2339 2.481e-07 0.001 2796 LS failed, Hessian reset
1999 1230.9 0.000100853 39.6038 0.7334 0.7334 2802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1356.28 0.000527407 44.3396 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1601 1356.29 3.00372e-05 58.9853 8.101e-07 0.001 2265 LS failed, Hessian reset
2117 1179.52 7.61106e-05 80.5374 2.893e-06 0.001 3261 LS failed, Hessian reset
1873 1298.1 5.36219e-05 61.8925 2.431e-06 0.001 2477 LS failed, Hessian reset
1899 1298.13 0.00022625 37.7844 1 1 2506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2051 1230.92 1.7608e-05 17.0753 7.443e-07 0.001 2909 LS failed, Hessian reset
1620 1356.34 1.4411e-05 30.1067 2.247e-07 0.001 2323 LS failed, Hessian reset
2199 1179.59 0.000576322 42.1762 0.4622 1 3361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1230.93 0.000300023 24.004 0.3955 1 2965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2200 1179.59 1.53064e-05 33.9402 3.629e-07 0.001 3397 LS failed, Hessian reset
1939 1298.14 4.48154e-05 37.8911 2.181e-06 0.001 2605 LS failed, Hessian reset
2167 1230.97 1.24163e-07 20.4362 0.1121 1 3062
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 1298.15 0.000937671 29.0331 1 1 2677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1664 1356.42 1.33438e-05 18.5897 1.943e-07 0.001 2423 LS failed, Hessian reset
2244 1179.59 8.01454e-06 21.7683 3.593e-07 0.001 3485 LS failed, Hessian reset
2269 1179.59 2.58106e-07 12.6539 1 1 3514
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2001 1298.16 2.34022e-05 56.217 3.744e-07 0.001 2742 LS failed, Hessian reset
1699 1356.45 0.00110546 61.4255 1 1 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1707 1356.48 3.967e-05 87.5053 2.46e-07 0.001 2523 LS failed, Hessian reset
2099 1298.19 0.00022184 28.2354 1 1 2864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1356.59 5.6564e-05 24.6515 1 1 2636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2126 1298.31 0.0002382 153.943 1.715e-06 0.001 2947 LS failed, Hessian reset
2199 1298.38 2.57221e-05 22.1063 0.2897 0.2897 3045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1850 1356.65 6.80717e-05 96.4784 1.082e-06 0.001 2767 LS failed, Hessian reset
2224 1298.39 1.0295e-05 28.2454 3.596e-07 0.001 3124 LS failed, Hessian reset
1899 1356.75 4.69465e-05 53.1747 0.4863 0.4863 2827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1945 1356.76 1.75136e-07 16.5905 0.431 0.431 2888
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2295 1298.41 3.15068e-05 52.6453 9.894e-07 0.001 3246 LS failed, Hessian reset
2299 1298.41 3.13059e-05 16.5544 1 1 3250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2356 1298.41 7.06303e-08 19.0811 0.1268 0.1268 3320
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1326.12 0.0444657 709.044 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1358.69 0.0206959 295.513 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1375.25 0.000531902 107.482 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1379.84 0.00431683 177.094 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1385.49 0.0195689 812.509 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1387.83 0.00246418 249.98 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1398.77 0.0126451 191.939 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1414.8 0.0106589 511.52 0.4249 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1368.23 0.00555184 192.761 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1411.51 0.00166827 131.644 0.7188 0.7188 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1451.78 0.0144409 120.012 0.4395 0.4395 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1415.39 0.00167398 188.502 0.319 0.319 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1422.69 0.0117567 184.953 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1397.32 0.000689469 97.5949 1.617 0.1617 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1509.97 0.084295 416.942 1 1 121
399 1420.53 0.00624398 571.343 0.8847 0.8847 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1486.48 0.00492843 135.259 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1511.98 0.00130457 405.633 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1400.02 0.00208574 93.9791 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1445.16 0.0010991 50.7223 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1587.92 0.00475694 328.914 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
791 1401.22 9.37323e-05 45.3885 1.445e-06 0.001 931 LS failed, Hessian reset
399 1497.44 0.00604235 259.728 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1425.77 0.00520935 160.561 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1452.42 0.00845317 80.4026 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1533.32 0.0280204 369.74 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1432.15 0.275512 1320.14 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1401.3 0.00045721 121.653 1 1 939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1608.09 0.00347532 895.513 0.6237 0.6237 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1462.62 0.00436408 119.463 0.333 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1547.2 0.00837163 377.931 0.1664 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1512.02 0.00952038 180.542 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1402.33 0.000645388 50.5107 1 1 1053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1597.22 0.0450197 705.338 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1637.24 0.00131914 221.412 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1436.52 0.0508406 300.274 0.3374 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1521.19 0.000201003 41.3627 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1467.36 0.0170463 409.319 0.3322 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1558.62 0.00156691 86.6719 1 1 576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1650.73 0.00282896 110.403 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1526.94 0.0144044 389.876 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1405.28 2.73312e-05 58.952 2.814e-07 0.001 1232 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
781 1439.18 2.38344e-05 39.9741 2.205e-07 0.001 929 LS failed, Hessian reset
799 1439.32 5.88697e-05 73.4523 0.7559 0.7559 952
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1663.12 0.00432412 556.854 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1641.59 0.000434984 157.665 0.3088 0.3088 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1471.73 0.00179275 295.993 0.1527 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1570.14 0.0150002 73.0833 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
829 1439.57 2.20923e-05 51.4878 3.684e-07 0.001 1031 LS failed, Hessian reset
1099 1407.19 6.37329e-05 29.2835 1 1 1346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1648.53 0.00347356 543.242 0.07538 1 683 199 1763.79 0.0139404 1509.07 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1473.81 0.000175547 81.7349 0.4635 0.4635 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1530.28 0.00411956 243.007 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1716.98 0.00834299 258.874 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
858 1439.71 1.20721e-05 28.1336 4.121e-07 0.001 1104 LS failed, Hessian reset
1124 1407.51 6.87214e-05 145.319 5.293e-07 0.001 1411 LS failed, Hessian reset
899 1439.9 5.16951e-05 39.4509 0.7315 0.7315 1158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1571.78 0.00221844 115.348 1 1 801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1532.98 0.00613792 140.86 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1408.04 0.00530297 432.495 0.8417 0.8417 1493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1792.43 0.00110725 339.817 0.9423 0.9423 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 899 1475.68 0.0911353 366.479 1 1 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1651.07 0.0074034 552.935 0.4161 1 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1727.41 0.00922812 213.109 0.3379 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1206 1408.1 1.15753e-05 30.5092 3.17e-07 0.001 1557 LS failed, Hessian reset
799 1573.89 0.00251264 317.838 1 1 915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1479 0.000423631 47.9135 1 1 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
968 1440.3 1.01807e-05 23.6234 2.73e-07 0.001 1291 LS failed, Hessian reset
999 1535 0.00011165 33.9941 0.6708 0.6708 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1440.42 0.000523612 42.6029 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1575.45 0.00846909 172.53 1 1 1025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1018 1440.47 1.74595e-05 41.5336 3.573e-07 0.001 1412 LS failed, Hessian reset
499 1738.28 0.0183093 177.444 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1287 1408.32 2.80162e-05 62.5709 4.358e-07 0.001 1704 LS failed, Hessian reset
1299 1408.45 0.00069129 87.612 0.7313 0.7313 1716
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1800.53 0.0163691 519.804 0.4466 0.4466 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1660.65 0.00269657 346.546 0.6755 0.6755 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1483.21 0.00118375 74.5906 1 1 1244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1035 1440.52 4.78172e-05 54.2526 2.113e-06 0.001 1467 LS failed, Hessian reset
1340 1408.54 2.00314e-05 47.1727 2.645e-07 0.001 1803 LS failed, Hessian reset
1099 1536.46 0.00100676 39.8415 0.9933 0.9933 1246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1408.67 0.000188975 83.3516 1 1 1870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1744.54 0.00975881 164.823 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1808.13 0.193033 893.544 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1055 1440.54 8.91605e-06 20.1383 2.643e-07 0.001 1522 LS failed, Hessian reset
999 1577.58 0.00269217 479.534 0.2553 1 1140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1667.04 0.0031547 214.226 0.4148 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1483.58 0.000379449 67.8866 0.7885 0.7885 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1537.7 0.0026661 46.3606 1 1 1371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1450 1409.1 8.00192e-05 71.5821 1.612e-06 0.001 1977 LS failed, Hessian reset
1099 1440.66 0.00328868 34.3031 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1747.5 0.000895992 103.025 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1409.68 0.000555415 28.3749 0.3596 1 2034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1669.71 0.00477488 158.882 1 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1815.29 0.0227999 451.451 0.9291 0.9291 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1119 1442.2 0.000102404 178.537 2.321e-07 0.001 1643 LS failed, Hessian reset
1299 1539.77 0.000321694 77.1867 0.4552 1 1503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1518 1409.74 2.67771e-05 63.1213 4.298e-07 0.001 2096 LS failed, Hessian reset
1099 1581.07 0.00783916 822.537 0.1951 0.1951 1250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1483.92 0.00237127 87.7821 1 1 1491
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1751.64 0.000866662 174.531 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1540.09 5.13865e-05 81.5633 0.388 0.388 1619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1671.24 0.0013026 176.192 1 1 1256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1820.05 0.000986082 213.622 0.2307 0.2307 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1537 1409.8 9.92059e-06 24.3847 2.892e-07 0.001 2162 LS failed, Hessian reset
1199 1443.59 0.000115486 14.1161 1 1 1739
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1340 1484.99 3.37206e-05 68.9974 5.513e-07 0.001 1588 LS failed, Hessian reset
1599 1409.91 0.000461914 94.6066 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1428 1540.16 8.45747e-06 20.9077 2.639e-07 0.001 1703 LS failed, Hessian reset
1199 1583.76 0.000546684 37.8013 1 1 1358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1825.65 0.0145316 459.887 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1270 1444 7.95304e-05 142.28 7.252e-07 0.001 1859 LS failed, Hessian reset
899 1755.73 0.000295002 29.2611 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1486.02 0.000228236 67.25 0.358 0.358 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1673.08 0.0020964 69.6073 1 1 1373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1444.19 0.000470518 128.542 0.1699 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1201 1673.08 1.9878e-05 60.0783 2.253e-07 0.001 1419 LS failed, Hessian reset
1499 1540.42 0.000118966 154.827 0.639 0.639 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1325 1444.26 1.01952e-05 25.1617 4.258e-07 0.001 1963 LS failed, Hessian reset
1699 1410.81 0.0766783 472.803 1 1 2366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1586.49 0.000969304 114.237 1 1 1474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1514 1540.6 5.83376e-05 128.176 2.206e-07 0.001 1853 LS failed, Hessian reset
999 1756.71 0.00469831 128.125 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1709 1411.08 1.18829e-05 24.7584 2.182e-07 0.001 2422 LS failed, Hessian reset
899 1827.26 0.00542868 215.841 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1358 1444.32 1.24934e-05 27.2695 2.504e-07 0.001 2051 LS failed, Hessian reset
1434 1486.09 8.21399e-06 20.2502 3.257e-07 0.001 1743 LS failed, Hessian reset
1399 1587.3 0.000423151 23.9665 1 1 1587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1444.42 0.000513101 31.939 1 1 2098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1011 1756.94 2.7254e-05 64.9582 5.482e-07 0.001 1174 LS failed, Hessian reset
1799 1411.74 0.000698506 90.7031 1 1 2533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1295 1673.87 4.52109e-05 52.284 2.415e-06 0.001 1574 LS failed, Hessian reset
1299 1673.87 0.00063288 136.416 1 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1486.32 0.000604639 31.7849 1 1 1828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1541.5 0.000273392 44.391 1 1 1951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1445.34 0.00196184 53.4699 0.7601 1 2217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1508 1486.34 2.24629e-05 45.1213 2.476e-07 0.001 1878 LS failed, Hessian reset
1099 1757.86 0.00163605 382.724 0.275 0.275 1273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1830.22 7.50399e-05 119.6 0.2517 0.2517 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1346 1674.18 2.90985e-05 22.0981 9.088e-07 0.001 1682 LS failed, Hessian reset
1499 1587.79 0.00994036 108.113 1 1 1702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1532 1486.37 9.37109e-06 19.6159 2.496e-07 0.001 1944 LS failed, Hessian reset
1525 1445.37 1.12841e-05 26.6671 3.26e-07 0.001 2293 LS failed, Hessian reset
1899 1412.02 8.73023e-05 68.5515 0.6169 0.6169 2663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1540 1445.39 6.84901e-05 22.6911 1.421e-06 0.001 2346 LS failed, Hessian reset
1644 1541.62 3.21697e-05 74.0826 2.511e-07 0.001 2061 LS failed, Hessian reset
1399 1674.37 0.000358716 91.0726 1 1 1747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1761.99 0.000374468 165.026 0.4098 0.4098 1392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1833.84 0.00253375 76.7522 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1445.45 0.000102748 22.6142 1 1 2416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1486.44 0.000159177 64.5025 0.3476 0.3476 2042
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1589.36 0.00359371 44.287 1 1 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1616 1445.51 6.77786e-05 158.996 3.209e-07 0.001 2476 LS failed, Hessian reset
1619 1486.49 8.04519e-05 100.081 1.334e-06 0.001 2107 LS failed, Hessian reset
1908 1412.03 1.72232e-05 37.1472 7.428e-07 0.001 2717 LS failed, Hessian reset
1699 1541.76 1.71134e-05 20.676 1 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1416 1674.63 1.08568e-05 33.9764 3.519e-07 0.001 1809 LS failed, Hessian reset
1699 1486.6 0.017557 307.137 1 1 2206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1763.81 0.000758694 108.383 0.9837 0.9837 1509
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1184 1839.76 1.69093e-05 60.714 1.81e-07 0.001 1378 LS failed, Hessian reset
1699 1590.44 0.0681426 374.019 1 1 1915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1450 1674.78 5.75842e-06 18.5803 2.848e-07 0.001 1895 LS failed, Hessian reset
1199 1839.9 0.000125573 97.8451 0.4815 0.4815 1396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1794 1541.88 1.67981e-05 47.0938 3.963e-07 0.001 2294 LS failed, Hessian reset
1690 1445.68 7.16015e-06 18.0873 3.069e-07 0.001 2599 LS failed, Hessian reset
1799 1541.89 0.000133798 19.0176 1 1 2301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1445.68 1.15638e-05 18.5457 0.6902 0.6902 2611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1708 1486.67 6.69813e-05 108.078 9.797e-07 0.001 2256 LS failed, Hessian reset
1499 1674.93 0.000140322 64.6008 0.2855 1 1959
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1839 1541.9 3.24505e-07 14.8547 1 1 2355
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1982 1412.17 4.54833e-05 65.4919 8.517e-07 0.001 2869 LS failed, Hessian reset
1715 1590.69 5.17064e-05 140.198 2.27e-07 0.001 1980 LS failed, Hessian reset
1999 1412.25 0.000163481 113.171 1 1 2891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1764.44 0.000924351 255.507 0.2696 0.2696 1619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1447.02 0.000788854 127.661 1 1 2728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1798 1486.92 5.92929e-05 49.8553 1.973e-06 0.001 2401 LS failed, Hessian reset
1799 1486.92 5.17434e-05 50.7217 1 1 2402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1412.39 1.69382e-05 21.1698 0.4785 0.4785 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1843.3 0.00174249 134.793 1 1 1507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1675.22 4.63016e-05 21.5632 0.8743 0.8743 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1592.33 0.00419274 193.322 0.1403 0.4641 2077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2114 1412.4 2.00836e-05 44.8978 2.442e-07 0.001 3072 LS failed, Hessian reset
1499 1765.52 0.00112954 32.1687 1 1 1726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1447.48 0.000123765 33.1012 1.113 0.1113 2851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1625 1675.3 4.09623e-05 116.399 4.399e-07 0.001 2166 LS failed, Hessian reset
1399 1845.16 7.5466e-05 28.8912 0.8865 0.8865 1620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1412.47 0.0250696 231.953 1 1 3178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1487.16 0.00204574 145.765 3.026 0.3026 2531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1593.25 0.00113108 71.2444 1 1 2199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1452 1845.44 1.34486e-05 51.0124 2.779e-07 0.001 1723 LS failed, Hessian reset
1922 1487.39 4.75049e-05 86.2152 6.154e-07 0.001 2602 LS failed, Hessian reset
1974 1447.55 1.59875e-05 37.2012 4.86e-07 0.001 2983 LS failed, Hessian reset
2246 1412.69 1.04982e-05 18.5303 1.977e-07 0.001 3273 LS failed, Hessian reset
1999 1447.56 2.57105e-06 14.82 0.3297 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1593.88 0.00249936 58.5715 1 1 2313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1942 1487.46 1.11161e-05 22.1543 8.395e-07 0.001 2678 LS failed, Hessian reset
2298 1412.72 1.21924e-05 32.0934 2.931e-07 0.001 3378 LS failed, Hessian reset
2299 1412.72 7.47829e-06 29.0035 1 1 3379
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1496 1845.72 4.37564e-05 60.4377 9.917e-07 0.001 1808 LS failed, Hessian reset
1499 1845.72 5.65946e-05 54.7923 1 1 1811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2015 1593.95 1.43731e-05 42.6449 2.015e-07 0.001 2373 LS failed, Hessian reset
1999 1487.56 0.000622355 81.9756 1 1 2756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2088 1448.21 4.78394e-05 49.2595 1.988e-06 0.001 3154 LS failed, Hessian reset
2099 1448.26 0.000345622 73.9112 0.3857 1 3168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1412.76 0.00021326 27.3235 0.2689 1 3493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1594.4 0.000621465 76.6511 1 1 2473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2007 1487.58 7.683e-06 13.9937 2.24e-07 0.001 2812 LS failed, Hessian reset
1599 1846.57 0.00175515 121.272 2.105 0.2105 1932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1765.83 0.000550054 100.902 0.3642 1 1846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2041 1487.6 1.18338e-05 26.6753 6.526e-07 0.001 2900 LS failed, Hessian reset
2127 1594.46 9.61833e-06 26.9561 2.461e-07 0.001 2557 LS failed, Hessian reset
2158 1448.34 4.79651e-05 32.0109 2.504e-06 0.001 3284 LS failed, Hessian reset
2499 1413.04 0.000342104 58.823 0.6176 0.6176 3615
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1448.36 0.00103829 28.6825 1 1 3332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2070 1487.61 4.91857e-05 67.4294 1.266e-06 0.001 2978 LS failed, Hessian reset
2536 1413.1 1.63254e-05 33.9104 7.759e-07 0.001 3697 LS failed, Hessian reset
2099 1487.62 1.58032e-05 16.9453 0.8469 0.8469 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1847.28 0.00137865 87.8887 0.4535 0.4535 2055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1594.55 0.00101776 126.042 0.4433 1 2651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1677 1675.55 2.28157e-05 57.1241 1.967e-07 0.001 2267 LS failed, Hessian reset 2117 1487.62 2.06026e-05 19.6029 1.093e-06 0.001 3079 LS failed, Hessian reset
2203 1594.55 4.59913e-05 42.6319 3.163e-06 0.001 2694 LS failed, Hessian reset
2599 1413.13 1.99555e-05 12.7255 1 1 3776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1448.46 1.6765e-05 14.588 1 1 3469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2136 1487.62 4.66074e-06 15.4757 2.72e-07 0.001 3144 LS failed, Hessian reset
2138 1487.62 7.27944e-07 10.908 0.28 1 3147
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1850.26 0.00031155 36.5697 1 1 2172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1448.77 0.00365285 29.9915 1 1 3580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1413.19 7.85171e-05 25.2667 0.7846 0.7846 3916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1594.69 0.000318984 54.6038 0.788 0.788 2811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2305 1594.69 2.55131e-05 43.2061 1.533e-06 0.001 2867 LS failed, Hessian reset
2723 1413.19 3.75375e-06 17.9737 2.258e-07 0.001 4013 LS failed, Hessian reset
1699 1675.61 0.00449048 119.029 0.6618 1 2292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2755 1413.19 1.89513e-07 11.4793 0.3353 1 4053
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 1449.13 0.000319612 116.185 1 1 3700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1831 1850.94 9.51259e-06 36.0825 3.818e-07 0.001 2294 LS failed, Hessian reset
2345 1594.73 8.4485e-06 21.4208 4.3e-07 0.001 2960 LS failed, Hessian reset
2399 1594.74 7.81212e-05 23.4465 1 1 3027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1449.36 0.00227278 93.7202 1 1 3822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1696 1767.21 1.51871e-05 53.9746 2.525e-07 0.001 2004 LS failed, Hessian reset
1699 1767.21 6.88676e-05 45.9661 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1851.34 0.000186742 24.2008 0.4512 0.4512 2370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1595 0.000401269 29.4126 1 1 3147
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1449.64 6.39086e-05 20.8689 1 1 3937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1676.15 0.0386861 235.458 1 1 2404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2739 1449.67 1.0373e-05 26.9751 3.97e-07 0.001 4022 LS failed, Hessian reset
1799 1767.87 0.000282586 26.1095 1 1 2119
2570 1595.1 5.46944e-05 53.8234 7.905e-07 0.001 3276 LS failed, Hessian reset
2768 1449.67 2.35323e-07 15.1036 1 1 4061
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1595.12 8.64028e-06 32.8691 0.3454 0.3454 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1825 1677 0.000137804 266.718 5.559e-07 0.001 2483 LS failed, Hessian reset
2608 1595.12 2.29331e-05 30.4192 1.259e-06 0.001 3365 LS failed, Hessian reset
1944 1851.87 8.56711e-06 30.4117 3.464e-07 0.001 2502 LS failed, Hessian reset
1882 1678.45 4.57572e-05 34.2965 1.124e-06 0.001 2591 LS failed, Hessian reset
1899 1678.69 0.00394436 99.699 1 1 2608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1768.33 0.000676762 96.2249 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1852.07 0.000197631 32.0966 0.2902 1 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1914 1678.83 8.76056e-05 43.8659 9.975e-07 0.001 2667 LS failed, Hessian reset
2699 1595.14 1.3893e-05 20.773 0.4895 0.4895 3483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1933 1768.38 8.8691e-06 33.1881 2.454e-07 0.001 2320 LS failed, Hessian reset
2705 1595.14 7.64779e-06 19.8431 1.869e-07 0.001 3532 LS failed, Hessian reset
2063 1852.28 7.01978e-05 241.247 1.63e-07 0.001 2681 LS failed, Hessian reset
2718 1595.14 1.25695e-07 14.6636 0.05219 1 3560
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1945 1679.02 6.17919e-05 28.7046 1.518e-06 0.001 2741 LS failed, Hessian reset
2099 1852.45 0.000193354 54.6312 0.3216 0.8326 2727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1972 1679.09 9.20353e-06 27.9496 2.443e-07 0.001 2820 LS failed, Hessian reset
1999 1768.45 0.00207384 100.832 1 1 2408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1679.16 0.000211749 27.6997 0.1761 1 2856
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1852.64 7.28546e-05 43.8293 0.7235 0.7235 2851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2044 1679.22 2.16628e-05 39.7886 8.092e-07 0.001 2947 LS failed, Hessian reset
2099 1679.26 0.000138436 32.0638 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1769.14 0.0131971 92.3601 1 1 2525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2237 1852.81 1.07859e-05 39.1349 1.551e-07 0.001 2935 LS failed, Hessian reset
2106 1679.27 1.56842e-05 50.1457 3.073e-07 0.001 3067 LS failed, Hessian reset
2299 1852.93 1.16398e-05 27.6796 1 1 3008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1769.79 3.52595e-05 27.5399 0.05006 1 2638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1679.61 0.00252266 100.263 0.8263 0.8263 3188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1853.07 6.46003e-06 20.931 0.2746 0.2746 3136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2260 1769.86 6.67674e-06 23.3693 1.795e-07 0.001 2765 LS failed, Hessian reset
2276 1769.89 8.78312e-06 32.0652 2.037e-07 0.001 2831 LS failed, Hessian reset
2299 1769.9 0.000106406 37.3422 1 1 2857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1680.17 0.000242522 65.577 0.5353 1 3305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2303 1769.91 1.02142e-05 32.1929 1.648e-07 0.001 2914 LS failed, Hessian reset
2452 1853.28 9.47911e-06 29.8029 1.301e-07 0.001 3241 LS failed, Hessian reset
2300 1680.17 1.07582e-05 21.7415 1.641e-07 0.001 3343 LS failed, Hessian reset
2499 1853.44 0.000281298 96.9661 0.6105 0.6105 3293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2323 1680.18 3.91104e-05 57.9956 2.246e-06 0.001 3407 LS failed, Hessian reset
2528 1853.46 5.65566e-06 22.905 1.845e-07 0.001 3377 LS failed, Hessian reset
2399 1770.16 0.00165636 51.54 1 1 3039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2547 1853.47 1.34187e-05 25.777 1.055e-06 0.001 3442 LS failed, Hessian reset
2399 1680.28 0.000382897 142.335 1 1 3493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1853.51 0.0006709 30.6796 1 1 3507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1770.47 0.000490416 35.8297 1 1 3156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2611 1853.51 9.59206e-06 37.3905 3.422e-07 0.001 3571 LS failed, Hessian reset
2699 1853.54 2.61825e-05 15.6501 0.5414 1 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1680.45 0.0321402 206.364 1 1 3619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2581 1770.59 1.72713e-05 60.7625 1.862e-07 0.001 3297 LS failed, Hessian reset
2599 1770.62 0.000299251 82.4195 1 1 3316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2748 1853.58 8.12442e-06 29.3616 3.277e-07 0.001 3778 LS failed, Hessian reset
2604 1770.63 6.40313e-06 23.6643 2.068e-07 0.001 3369 LS failed, Hessian reset
2799 1853.59 3.62749e-05 20.3071 0.2953 1 3842
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2674 1770.73 6.30784e-06 24.1103 2.463e-07 0.001 3497 LS failed, Hessian reset
2599 1682.08 0.000957114 69.7871 1 1 3737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1770.75 0.000197895 69.1545 0.2296 1 3531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1853.73 0.000146767 36.1635 1 1 3963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1682.59 2.8167e-05 73.7092 0.0893 0.0893 3856
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2911 1853.75 2.27852e-05 23.8862 1.019e-06 0.001 4016 LS failed, Hessian reset
2721 1682.63 1.63632e-05 49.3921 2.661e-07 0.001 3923 LS failed, Hessian reset
2799 1770.83 0.00207823 51.1672 1 1 3648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1853.82 5.68707e-05 19.0757 0.881 0.881 4124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1682.79 2.50429e-05 26.8019 0.4057 0.4057 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3003 1853.82 1.36985e-05 36.8027 4.331e-07 0.001 4169 LS failed, Hessian reset
2813 1682.8 2.27837e-05 21.6941 1.053e-06 0.001 4073 LS failed, Hessian reset
3019 1853.83 6.24784e-06 24.7244 1.694e-07 0.001 4222 LS failed, Hessian reset
2842 1771.37 0.000264412 171.997 1.1e-06 0.001 3752 LS failed, Hessian reset
2880 1682.83 1.73265e-05 51.8112 3.329e-07 0.001 4193 LS failed, Hessian reset
3056 1853.83 9.37012e-06 30.5938 6.337e-07 0.001 4314 LS failed, Hessian reset
2899 1682.84 0.0001504 47.2636 0.332 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1772.15 0.00364145 293.993 1 1 3815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3098 1853.84 1.54309e-05 32.3739 7.83e-07 0.001 4409 LS failed, Hessian reset
3099 1853.84 5.81647e-06 18.0504 1 1 4410
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3105 1853.84 6.76155e-07 11.5137 0.2165 1 4419
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 1682.88 0.00115831 36.5995 0.8671 0.08671 4334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1682.94 0.000569433 23.6123 1 1 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2988 1772.92 1.86739e-05 57.6014 1.495e-07 0.001 3969 LS failed, Hessian reset
2999 1772.94 0.000376369 63.2675 1 1 3980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3011 1772.96 6.2971e-06 21.4179 3.329e-07 0.001 4033 LS failed, Hessian reset
3199 1683.03 7.14616e-06 14.8815 0.2156 1 4565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1773.01 0.00186119 65.3826 1 1 4142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3277 1683.04 5.04326e-05 25.3245 2.158e-06 0.001 4704 LS failed, Hessian reset
3299 1683.04 2.11032e-06 14.7718 1 1 4738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3306 1683.04 1.85816e-07 16.0191 0.0435 1 4750
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3103 1773.02 6.06045e-05 75.2165 8.762e-07 0.001 4184 LS failed, Hessian reset
3199 1773.07 0.000166899 31.9283 1 1 4306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1773.16 0.00226516 33.017 1 1 4426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1773.43 0.00304134 55.2707 1 1 4540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3479 1774.19 1.5205e-05 57.2916 2.642e-07 0.001 4673 LS failed, Hessian reset
3499 1774.27 0.00124852 537.213 0.8985 0.8985 4695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3577 1774.61 2.28504e-05 46.0422 1.272e-07 0.001 4828 LS failed, Hessian reset
3599 1774.63 6.63934e-05 43.8241 0.5545 0.5545 4852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3618 1774.65 6.98029e-05 70.9927 1.266e-06 0.001 4929 LS failed, Hessian reset
3635 1774.67 1.15581e-05 42.5884 2.439e-07 0.001 4991 LS failed, Hessian reset
3698 1774.68 1.39937e-05 53.0909 2.231e-07 0.001 5105 LS failed, Hessian reset
3699 1774.68 8.34803e-06 39.9347 1 1 5106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3720 1774.69 4.31121e-07 10.0545 0.05214 1 5138
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1779.23 0.0137932 247.97 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1824.09 0.0454765 1983.54 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1868.45 0.0602788 407.907 2.694 0.2694 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1906.29 0.00249641 169.866 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1920.63 0.000792473 171.267 15.45 0.1545 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1929.91 0.00119644 77.4624 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1934.78 0.00072238 104.733 0.9843 0.9843 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
799 1936.58 0.000656373 45.2123 0.8231 0.8231 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1825.54 0.0076156 356.085 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1940.76 0.00397682 483.511 0.2825 1 1028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1869.74 0.0213898 879.359 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1855.39 0.0104122 334.149 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1945.63 0.000837072 231.826 1 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1961.65 0.0114223 680.61 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1915.73 0.00326325 294.769 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1948.52 0.00196276 133.195 0.3807 0.3807 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1921.33 0.00494535 132.118 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2035.22 0.0942387 537.725 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2022.27 0.00488723 507.453 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1950.04 0.00115383 84.7322 0.9659 0.9659 1364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1952.67 0.00134428 115.685 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1928.13 0.00292917 95.6358 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2081.74 0.00200628 416.166 0.7451 0.7451 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1951.33 0.000156339 37.8034 1 1 1483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2058.28 0.00253839 217.391 0.9243 0.9243 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1986.76 0.0162529 428.924 0.08395 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1938.26 0.0351074 1291.18 1 1 578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2108.68 0.00347677 269.098 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1952.82 0.00655524 222.938 1 1 1598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2013.16 0.0280363 301.524 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1944.24 0.00255534 137.226 1 1 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2071.79 0.0203396 635.785 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2117.3 0.00106892 154.566 0.3728 0.3728 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2024.1 0.00344478 115.056 1 1 659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1954.21 0.0207614 794.802 0.5922 0.5922 1722
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1959.52 0.0287144 1237.32 1 1 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2083.72 0.00331536 138.673 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2033.9 0.0240614 520.867 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1955.69 0.00106425 84.7825 0.8954 0.8954 1843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2142.24 0.00234492 145.785 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1956.05 0.000114544 24.1248 0.8684 0.8684 1960
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2092.65 0.00885423 170.956 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1968.03 0.00407362 149.839 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2147.64 0.00265492 146.251 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2036.69 0.011094 949.516 0.3044 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1714 1956.17 6.80977e-06 21.5664 1.18e-07 0.001 2020 LS failed, Hessian reset
813 2037.59 1.81754e-05 63.105 2.019e-07 0.001 942 LS failed, Hessian reset
699 2098.91 0.00079753 82.3693 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1738 1956.26 1.87811e-05 43.1758 1.093e-07 0.001 2090 LS failed, Hessian reset
699 2153.33 0.00873139 722.581 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1973.97 0.0146128 415.646 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1770 1956.3 4.61797e-06 18.1742 1.327e-07 0.001 2173 LS failed, Hessian reset
899 2042.36 0.000617383 53.0822 1 1 1036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1977.27 0.00107958 53.8827 0.9192 0.9192 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2115 0.0107796 446.522 0.563 0.563 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2166.63 0.00093505 94.6526 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1956.32 7.04631e-05 20.4492 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1978.06 0.000736004 176.49 0.5248 0.5248 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2045.63 0.00229506 116.971 1 1 1149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2123.26 0.00146696 284.547 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1956.76 0.000666369 65.9757 1 1 2323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2176.67 0.0505638 762.19 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1934 1956.84 1.52404e-05 52.8593 1.231e-07 0.001 2402 LS failed, Hessian reset
1199 1978.97 0.000388809 33.3944 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2129.68 0.00394882 225.661 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2049.55 0.00641827 97.3459 1 1 1256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1956.96 0.00124081 73.9287 1 1 2478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1979.86 0.000384568 40.1614 0.8903 0.8903 1465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2188.89 0.000660258 282.55 0.5605 0.5605 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2058.97 0.00463384 282.216 0.9061 0.9061 1370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2046 1956.99 1.66823e-05 43.9506 1.124e-07 0.001 2584 LS failed, Hessian reset
1099 2132.45 0.000660005 185.748 0.2343 0.2343 1231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2195.29 0.0193937 884.926 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1980.57 0.000411908 45.7008 1 1 1581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1957 7.26947e-06 13.9731 1 1 2654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2064.68 0.0013389 143.849 0.2583 0.7233 1481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2197.26 0.0133345 996.414 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1981.3 0.00608087 52.4555 1 1 1700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1957.68 0.00241217 120.275 1 1 2761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2135.77 0.000917486 272.783 0.3912 0.761 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2066.71 0.00962632 369.906 1 1 1593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2203 1957.79 0.000149856 272.689 6.962e-07 0.001 2803 LS failed, Hessian reset
1299 2198.1 5.23311e-05 63.416 0.5619 0.5619 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2141.84 0.00367847 66.229 1 1 1465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1565 1982.45 1.00966e-05 35.3538 1.589e-07 0.001 1822 LS failed, Hessian reset
2299 1958.38 0.000305893 37.5749 1 1 2911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2070.82 0.000602371 250.328 0.2185 1 1710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1983.16 0.000638656 53.1448 1 1 1863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1331 2144.38 3.20428e-05 116.769 3.091e-07 0.001 1545 LS failed, Hessian reset
1399 2199.08 0.00012689 52.9878 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1983.76 0.00214905 48.9979 1 1 1974 1399 2145.75 0.000826087 38.4308 1 1 1618
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2369 1958.47 7.97534e-06 37.0117 1.799e-07 0.001 3039 LS failed, Hessian reset
1599 2072.13 0.00124077 115.021 1 1 1823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1958.49 0.000117488 20.1078 1 1 3074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2199.59 0.000782583 112.788 0.3768 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1984.58 0.00111888 183.216 1 1 2085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2073.21 0.000967193 204.78 0.9682 0.9682 1935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2147.16 0.00076495 121.667 1 1 1735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2424 1958.54 5.14273e-05 171.452 2.839e-07 0.001 3148 LS failed, Hessian reset
1799 2074.97 0.023093 234.873 1 1 2056
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2148.61 0.000401675 66.2127 1 1 1849
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1567 2199.87 6.42331e-06 27.223 1.677e-07 0.001 1805 LS failed, Hessian reset
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1984.8 0.000232226 42.6226 0.6064 0.6064 2202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1958.6 2.79177e-05 19.3651 0.376 0.376 3235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2199.92 0.000124869 52.3364 0.2584 1 1845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2076.25 0.000307025 185.668 0.4553 0.4553 2175
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2535 1958.61 1.06204e-05 34.7353 6.108e-07 0.001 3316 LS failed, Hessian reset
1999 1985.31 0.00856716 58.894 1 1 2324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2151.2 0.00589252 244.4 1 1 1963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2105.89 0.0189103 271.963 0.7827 0.7827 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2200.79 0.000893751 95.3011 0.1895 1 1966
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2076.86 0.000565463 81.9591 0.203 1 2295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1958.67 0.00101703 119.185 0.7564 0.7564 3394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2136.94 0.00340131 417.879 0.6028 0.6028 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2152.49 0.00500703 204.934 1 1 2075
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1958.99 0.00195159 26.5804 1 1 3503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2053 2077.03 6.76933e-06 29.2914 1.996e-07 0.001 2399 LS failed, Hessian reset
1750 2201.3 5.48162e-05 78.9249 1.288e-06 0.001 2065 LS failed, Hessian reset
2068 1985.5 9.11963e-06 32.4946 4.38e-07 0.001 2479 LS failed, Hessian reset
1799 2201.43 0.000239695 77.4444 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2080 2077.12 1.38399e-05 49.5122 1.295e-07 0.001 2474 LS failed, Hessian reset
2099 2077.18 0.000179929 77.4771 0.5539 0.5539 2493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1959.96 0.00593152 189.204 1 1 3615
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2153.3 0.00105907 83.4378 1 1 2185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1985.51 9.61982e-05 42.0807 1 1 2520
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2200.6 0.00257853 425.514 0.2836 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2110 2077.21 3.18176e-05 44.0686 1.654e-06 0.001 2541 LS failed, Hessian reset
2117 1985.54 4.0727e-05 34.5375 1.815e-06 0.001 2576 LS failed, Hessian reset
2865 1960.22 1.58613e-05 58.4912 3.103e-07 0.001 3741 LS failed, Hessian reset
1899 2201.73 0.000978293 23.5286 1 1 2243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2078.73 0.00795654 533.035 1 1 2645
2899 1960.34 0.000905896 92.5818 1 1 3777 Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2207.91 9.29219e-05 359.804 0.3514 0.3514 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2159.88 0.0204997 266.778 2.335 0.2335 2296
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1985.66 0.0148657 244.967 0.4347 1 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2934 1960.53 1.49873e-05 27.6243 1.022e-07 0.001 3869 LS failed, Hessian reset
1923 2201.8 3.91222e-05 75.4443 6.259e-07 0.001 2310 LS failed, Hessian reset
2299 2080.28 3.20438e-05 27.1376 1 1 2755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2214.78 0.000737159 156.96 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2201.97 0.000338209 27.9027 1 1 2400
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2163.22 0.00232749 96.3585 1 1 2409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2241 1986.67 0.000113679 139.751 1.818e-06 0.001 2765 LS failed, Hessian reset
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1987.68 0.00206503 222.551 1 1 2831
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2967 1960.63 2.43495e-05 47.7011 7.53e-07 0.001 3982 LS failed, Hessian reset
2362 2080.75 5.85845e-05 63.305 9.073e-07 0.001 2874 LS failed, Hessian reset
2036 2202.03 9.17385e-06 38.4829 2.732e-07 0.001 2485 LS failed, Hessian reset
2399 2081.04 0.00059462 43.5278 1 1 2921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1960.67 6.77351e-06 34.4373 0.1706 0.1706 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2166.06 0.00136379 101.07 0.8586 0.8586 2528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2224.39 0.00201094 200.458 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2187.23 0.0524307 882.234 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1987.9 0.0019064 103.591 1 1 2947
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2241.64 0.285314 2396.27 1.41 0.141 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2202.13 0.000769717 28.2137 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2407 2081.06 6.05465e-06 29.5528 1.609e-07 0.001 2974 LS failed, Hessian reset
3099 1960.79 0.00452654 86.5252 1 1 4143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2236.97 0.00153393 140.978 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2415 1987.94 1.79494e-05 56.3935 3.102e-07 0.001 3051 LS failed, Hessian reset
2299 2168.45 0.000845849 51.1727 1 1 2640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2202.5 0.0025538 50.8496 1 1 2670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2296.06 0.0227498 371.287 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2432 1987.96 4.20427e-06 15.526 1.635e-07 0.001 3109 LS failed, Hessian reset
2499 2081.23 1.81415e-05 39.0035 0.09613 0.7739 3083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2225.85 0.00871551 154.076 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2242.3 0.00264329 144.843 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2322 2168.71 4.08341e-05 148.887 1.006e-07 0.001 2709 LS failed, Hessian reset
3199 1961.01 0.000175102 28.768 1 1 4258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1988.02 3.83343e-05 9.30304 0.3798 1 3194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3215 1961.02 4.31663e-06 19.9882 1.565e-07 0.001 4314 LS failed, Hessian reset
2299 2202.64 0.00029815 20.8021 0.4138 1 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2306.5 0.0040941 419.252 0.4668 0.9107 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2258.67 0.014558 316.237 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2245 0.000947403 235.05 0.2803 0.2803 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2081.51 4.50152e-05 33.2647 0.07232 1 3220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2169.44 2.12518e-05 89.935 4.531e-07 0.001 2845 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1961.1 1.29037e-05 28.9042 0.3513 0.3513 4417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2323 2202.67 6.87854e-06 23.2969 1.331e-07 0.001 2868 LS failed, Hessian reset
2528 1988.03 1.28121e-05 37.297 4.019e-07 0.001 3270 LS failed, Hessian reset
2554 1988.04 4.15221e-06 15.1782 1.592e-07 0.001 3342 LS failed, Hessian reset
3339 1961.11 3.31895e-06 16.5512 1.715e-07 0.001 4508 LS failed, Hessian reset
2640 2081.54 2.51847e-05 50.3455 1.196e-06 0.001 3314 LS failed, Hessian reset
2499 2169.91 0.000164948 68.3314 1 1 2954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2326.66 0.00371459 164.136 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2278.25 0.00544263 922.131 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2659 2081.55 5.20592e-06 21.4891 1.313e-07 0.001 3377 LS failed, Hessian reset
2599 1988.07 0.000220053 53.0522 0.8942 0.8942 3399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2247.5 0.00253526 382.131 0.4079 0.4079 1120
3399 1961.14 1.7302e-05 42.7088 0.06538 1 4582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2202.71 0.000192204 32.6386 0.7864 0.7864 2958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2081.91 0.000558427 348.591 0.4972 0.4972 3426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3446 1961.14 6.62649e-07 11.8049 1 1 4644
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 2284.68 0.00255196 122.715 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2249.06 0.00167532 83.3257 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2467 2203.25 2.50461e-05 96.0059 2.325e-07 0.001 3084 LS failed, Hessian reset
2670 1988.42 5.40991e-05 113.458 1.285e-07 0.001 3530 LS failed, Hessian reset
2593 2170.36 6.46881e-05 154.58 5.094e-07 0.001 3100 LS failed, Hessian reset
2599 2170.36 7.88957e-05 94.6439 1 1 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2082.66 0.000548876 27.444 0.8394 0.8394 3540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2355.25 0.00889308 779.546 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1988.54 0.000203074 187.736 0.4389 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2292.38 0.00969188 180.348 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2203.35 0.000135512 52.836 0.2482 1 3122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2249.76 0.00317052 133.567 1 1 1346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2364.25 0.0717637 1320.01 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2170.83 0.00106045 49.3945 1 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2500 2203.35 6.39836e-06 18.2888 1.211e-07 0.001 3172 LS failed, Hessian reset
2899 2083 0.000620522 147.855 1 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1988.72 0.000557182 63.4163 0.4703 1 3690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2312.16 0.00423256 136.293 0.9757 0.9757 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2745 2170.94 8.6837e-06 45.649 1.536e-07 0.001 3317 LS failed, Hessian reset
2599 2203.45 0.00023187 74.3842 1.327 0.1327 3295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1262 2251.09 1.6257e-05 68.0407 1.846e-07 0.001 1463 LS failed, Hessian reset
2999 2083.11 1.21888e-05 37.5147 0.3949 0.3949 3789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2367.81 0.0012487 126.118 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2170.99 0.00119866 80.3328 1 1 3378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1988.8 0.000810744 42.2836 1 1 3811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2251.63 0.000312849 64.4878 0.8963 0.8963 1508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2317.85 0.00220987 69.5854 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3039 2083.12 1.3245e-05 55.867 2.376e-07 0.001 3873 LS failed, Hessian reset
2699 2203.56 0.000113924 73.7168 1 1 3411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2369.08 0.00236345 89.2989 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2083.15 0.000318966 28.7319 0.5908 0.5908 3946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1988.86 0.00158786 78.1926 1 1 3927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1364 2252.89 1.80967e-05 72.3787 1.986e-07 0.001 1629 LS failed, Hessian reset
1399 2253.26 0.000213316 31.4886 1 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2321.76 0.00309464 500.936 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2894 2171.51 4.3592e-05 55.2647 5.532e-07 0.001 3527 LS failed, Hessian reset
2799 2204.6 0.00268037 113.737 0.8099 0.8099 3528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2171.52 0.000335055 81.0343 1 1 3534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2375.07 0.00906912 113.924 1 1 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1988.92 7.11753e-05 16.4953 0.384 0.384 4042
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3169 2083.42 5.36937e-06 21.3147 1.237e-07 0.001 4081 LS failed, Hessian reset
3199 2083.48 5.85943e-05 109.865 0.1594 1 4120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2325.05 0.00172485 452.547 0.213 0.213 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2171.66 0.00118042 72.4883 1 1 3657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2205.15 0.00218793 183.768 1 1 3641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2253.62 0.000588367 39.1001 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1988.96 0.000200999 19.8635 0.2547 0.2547 4168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3214 2083.51 1.10477e-05 44.5451 3.387e-07 0.001 4184 LS failed, Hessian reset
999 2379.2 0.00130576 325.151 0.0464 1 1137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3231 2083.53 5.6971e-06 27.7507 2.215e-07 0.001 4243 LS failed, Hessian reset
2922 2205.23 7.25525e-06 32.428 1.905e-07 0.001 3709 LS failed, Hessian reset
1599 2254.59 0.000278164 77.8301 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2326.34 0.00711414 567.23 1 1 1231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2171.97 0.000101127 34.5257 0.6846 0.6846 3779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3253 2083.55 3.62281e-05 30.9541 1.097e-06 0.001 4303 LS failed, Hessian reset 3299 1989.06 3.29658e-05 15.4889 0.7517 0.7517 4296
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2381.56 0.00132777 197.409 1 1 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2964 2205.27 7.60397e-06 31.9875 1.683e-07 0.001 3797 LS failed, Hessian reset
3299 2083.58 0.000714196 43.3051 1 1 4352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2254.88 0.000387393 25.6928 1 1 2014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2205.28 0.000142636 30.5913 0.08473 1 3842
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2332.57 0.0181865 147.18 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3331 1989.09 8.64955e-06 29.0656 3.547e-07 0.001 4382 LS failed, Hessian reset
3135 2172.04 6.38183e-06 28.7481 2.599e-07 0.001 3859 LS failed, Hessian reset
3318 2083.61 2.20197e-05 68.7247 4.092e-07 0.001 4418 LS failed, Hessian reset
3004 2205.29 5.17491e-05 89.5127 7.866e-07 0.001 3891 LS failed, Hessian reset
1199 2382.87 0.000138861 57.9802 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2335.52 0.00122897 97.9422 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3043 2205.31 1.66976e-05 21.9083 1.049e-06 0.001 3974 LS failed, Hessian reset
3399 2083.67 0.000495098 29.574 1 1 4528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3169 2172.06 7.41119e-06 38.5137 2.431e-07 0.001 3956 LS failed, Hessian reset
3399 1989.1 9.61687e-05 15.5618 1 1 4482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2256.39 0.00214466 62.4223 1 1 2130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2172.09 1.46967e-05 31.4859 1 1 3994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2205.32 0.0018011 27.7764 1 1 4038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2385.76 0.000418847 109.954 0.8937 0.8937 1465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2083.77 0.00019471 35.041 1 1 4651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1989.29 4.33462e-05 41.5342 0.8032 0.8032 4596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2337.2 0.000457138 53.5423 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2256.9 0.000421192 268.116 0.7099 0.7099 2244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3503 2083.78 2.0033e-05 60.145 8.904e-07 0.001 4701 LS failed, Hessian reset
3299 2172.22 3.57063e-05 16.0346 1 1 4117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2205.43 0.00030314 21.6842 0.4082 0.4082 4152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1989.42 0.000227939 16.0328 1 1 4708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2387.82 0.00177556 28.9391 0.8485 0.8485 1589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2257.18 0.00254652 112.772 1 1 2362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3304 2172.22 1.00231e-05 38.0972 3.317e-07 0.001 4193 LS failed, Hessian reset
1499 2338.52 0.000559388 41.4866 0.8105 0.8105 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2083.81 0.000119445 28.7128 1 1 4815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3257 2205.44 6.19888e-06 26.07 3.201e-07 0.001 4268 LS failed, Hessian reset
3332 2172.23 1.02111e-05 46.4337 2.509e-07 0.001 4268 LS failed, Hessian reset
3699 1989.55 0.000580184 59.3119 0.9437 0.9437 4831
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2339.33 0.0152603 191.813 1 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3270 2205.44 2.89261e-07 11.2079 0.0701 1 4290
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3710 1989.57 0.000109873 84.7884 6.528e-06 0.001 4890 LS failed, Hessian reset
2099 2257.66 0.000357699 139.469 0.6532 0.6532 2478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3691 2083.85 1.53733e-05 33.8865 6.296e-07 0.001 4959 LS failed, Hessian reset
3699 2083.85 1.9453e-05 16.1343 1 1 4968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2389 0.0104244 825.561 0.4424 1 1704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2172.28 0.000101054 59.102 0.2217 0.2217 4347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3745 1989.59 1.36011e-05 33.5606 5.199e-07 0.001 4968 LS failed, Hessian reset
2199 2259.41 0.000710874 154.67 1 1 2589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2340.45 0.0018162 155.117 1 1 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2172.84 0.00100476 109.522 1 1 4465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2390.8 0.000174311 45.7696 0.9282 0.9282 1814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2083.87 0.000661402 92.4119 1 1 5089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3784 1989.59 8.27731e-06 11.6365 8.816e-07 0.001 5057 LS failed, Hessian reset
3799 1989.59 8.37454e-06 11.1091 0.6929 0.6929 5072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2262.37 0.0185959 305.276 1 1 2696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1728 2340.5 1.98336e-05 73.5385 1.285e-07 0.001 1977 LS failed, Hessian reset
3599 2173.07 0.000423533 88.8448 1 1 4576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2391.34 0.00185674 116.64 0.606 0.606 1924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2341.12 0.0042821 442.527 1 1 2052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2345 2263.4 5.39682e-05 50.9613 7.875e-07 0.001 2789 LS failed, Hessian reset
3899 2083.89 0.00135056 84.5249 0.3914 1 5209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1989.74 0.000246874 85.5294 0.6731 0.6731 5203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1717 2391.43 8.80751e-06 25.571 1.397e-07 0.001 1993 LS failed, Hessian reset
1899 2342.69 0.00437395 246.739 1 1 2159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3643 2173.11 2.53498e-05 47.4998 6.818e-07 0.001 4674 LS failed, Hessian reset
2399 2264.57 0.00450337 65.8405 1 1 2852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2391.62 3.49859e-05 22.8546 0.9499 0.9499 2081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2173.17 2.20382e-05 19.8487 0.1475 1 4747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3992 1989.81 1.52542e-05 19.2126 6.807e-07 0.001 5351 LS failed, Hessian reset
3999 1989.81 3.14796e-05 22.7517 0.8726 0.8726 5361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3987 2084.04 3.02496e-05 131.032 1.689e-07 0.001 5368 LS failed, Hessian reset
3999 2084.05 7.70733e-05 71.3826 1 1 5382
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2343.26 0.00108786 140.96 1 1 2272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2265.52 0.000165379 132.861 0.4912 0.4912 2961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2173.32 0.00141507 83.0703 1 1 4865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2084.23 2.26739e-05 22.1064 0.2577 0.2577 5503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2344.04 0.000617238 105.116 0.6117 0.6117 2384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1989.86 0.00168543 55.7241 1 1 5480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1892 2391.97 1.07712e-05 29.2376 7.056e-07 0.001 2239 LS failed, Hessian reset
1899 2391.97 0.000122775 53.2537 0.356 1 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2267.11 0.00146385 146.322 1 1 3070
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4104 1989.87 2.68378e-05 48.9773 7.994e-07 0.001 5524 LS failed, Hessian reset
3899 2173.49 0.00132598 22.977 0.9711 0.09711 4987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2348 0.00463097 163.359 1 1 2496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4179 2084.28 1.11288e-05 48.7281 2.302e-07 0.001 5640 LS failed, Hessian reset
4199 2084.29 4.25202e-06 15.9333 0.1002 0.1002 5661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2699 2268.2 0.000372144 63.9071 0.9961 0.9961 3183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4164 1989.88 1.80361e-06 11.8121 2.055e-07 0.001 5636 LS failed, Hessian reset
4166 1989.88 3.43057e-07 9.15522 0.5685 0.5685 5638
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 2392.54 0.000768418 38.3737 1 1 2366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4273 2084.29 4.63169e-07 15.0046 0.02822 0.7727 5753
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3939 2173.71 5.67334e-06 24.7636 1.027e-07 0.001 5094 LS failed, Hessian reset
2799 2268.49 0.00119188 78.6351 0.3796 1 3304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2350.87 0.00101466 73.6687 1 1 2612
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2173.85 0.000139131 21.36 0.5792 1 5165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2392.71 2.41271e-05 33.2704 0.3892 0.3892 2492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2114 2392.71 8.84248e-06 33.4941 2.309e-07 0.001 2556 LS failed, Hessian reset
2399 2351.46 0.000331288 61.8492 1 1 2724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2173.92 0.000442296 67.2052 1 1 5285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2268.63 0.000196919 87.1978 0.5335 0.5335 3418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2392.93 0.000592846 172.972 1 1 2656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2173.95 2.22441e-05 25.4851 1 1 5409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2268.93 4.14027e-05 15.9884 1 1 3528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2352.05 0.00491615 124.815 1 1 2834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2395.17 8.87982e-05 38.8038 0.8607 0.8607 2766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2174.14 0.000340228 32.9046 1 1 5522
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3027 2268.96 2.13787e-05 49.848 8.221e-07 0.001 3612 LS failed, Hessian reset
2599 2352.95 0.000214571 61.0997 1 1 2951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2322 2395.28 7.82258e-06 33.6853 2.359e-07 0.001 2836 LS failed, Hessian reset
4328 2174.19 7.41942e-06 32.2143 4.04e-07 0.001 5594 LS failed, Hessian reset
3099 2269.06 0.00115285 53.0803 1 1 3697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2395.43 1.22812e-05 18.4043 1 1 2927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2353.08 0.000487933 106.978 0.9996 0.09996 3070
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3132 2269.24 1.99572e-06 8.34971 1.4e-07 0.001 3780 LS failed, Hessian reset
4376 2174.22 5.59866e-06 28.2899 2.568e-07 0.001 5702 LS failed, Hessian reset
4399 2174.23 3.55617e-05 18.0534 1 1 5730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2719 2353.15 1.12445e-05 54.6367 1.406e-07 0.001 3136 LS failed, Hessian reset
3145 2269.26 2.47789e-05 108.925 1.874e-07 0.001 3839 LS failed, Hessian reset
2476 2395.54 8.12164e-05 92.0625 4.154e-06 0.001 3061 LS failed, Hessian reset
3199 2269.29 2.69403e-05 11.6439 1 1 3909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2395.56 0.00133305 64.7043 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2353.3 6.63373e-05 20.1577 1.657 0.1657 3234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2174.26 6.41824e-06 29.4155 2.844e-07 0.001 5885 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2174.34 0.000712175 50.7798 1 1 5998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2395.63 0.00282369 28.0765 0.4319 1 3213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3266 2269.35 1.85729e-05 62.8539 5.91e-07 0.001 4030 LS failed, Hessian reset
2899 2353.38 3.33587e-05 24.3182 0.8277 0.8277 3350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4603 2174.34 1.16908e-05 38.942 8.474e-07 0.001 6046 LS failed, Hessian reset
3299 2269.37 0.000100138 51.4068 1 1 4070
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2174.4 0.000303342 62.2177 0.785 0.785 6161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2353.51 7.50729e-06 55.6144 0.02164 0.2754 3484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2395.69 0.000169308 46.0416 0.6323 0.6323 3330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3360 2269.45 2.82712e-05 114.557 2.334e-07 0.001 4186 LS failed, Hessian reset
2711 2395.69 1.03658e-05 30.9128 3.888e-07 0.001 3381 LS failed, Hessian reset
4711 2174.42 1.45217e-05 73.0782 1.256e-07 0.001 6213 LS failed, Hessian reset
3399 2269.49 6.30334e-05 43.3376 1 1 4233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2353.68 0.000805749 56.9498 1 1 3605
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4751 2174.45 1.11677e-05 39.6611 3.154e-07 0.001 6306 LS failed, Hessian reset
2799 2395.71 0.000102497 52.7099 0.468 1 3493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2269.52 0.00394235 41.8845 1 1 4355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4790 2174.46 6.70191e-06 30.2059 2.685e-07 0.001 6395 LS failed, Hessian reset
4799 2174.46 1.30551e-05 13.8803 0.2379 1 6408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2353.9 0.000134405 126.914 0.6461 0.6461 3716
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2269.67 0.000669485 44.847 0.2064 1 4465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2879 2395.96 1.47084e-05 50.34 3.256e-07 0.001 3650 LS failed, Hessian reset
4899 2174.52 0.00461558 106.114 1 1 6518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2396.01 0.00036084 57.778 1 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3256 2353.95 9.39296e-06 37.9437 3.716e-07 0.001 3831 LS failed, Hessian reset
3650 2269.79 6.15464e-06 27.7454 2.095e-07 0.001 4577 LS failed, Hessian reset
3286 2353.97 8.7332e-06 32.1134 1.117e-07 0.001 3914 LS failed, Hessian reset
4999 2174.72 0.00106951 49.8565 0.9657 0.9657 6642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2353.97 0.00021163 30.8028 1 1 3933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2269.85 0.000652962 18.7218 0.8643 0.8643 4632
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2396.39 5.13964e-05 20.6363 1 1 3787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2354.07 0.0017615 72.7965 1 1 4045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5074 2174.83 2.04978e-05 96.4385 1.135e-07 0.001 6773 LS failed, Hessian reset
3799 2269.95 6.96272e-05 17.5476 0.581 1 4753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2174.84 6.1119e-05 26.6223 0.9778 0.9778 6804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2396.49 0.000224022 63.4399 1 1 3913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3801 2269.95 3.06493e-06 14.3022 1.658e-07 0.001 4797 LS failed, Hessian reset
3109 2396.5 4.36311e-05 68.28 8.482e-07 0.001 3961 LS failed, Hessian reset
3499 2354.62 0.00711422 230.761 1 1 4159
3836 2269.95 1.09212e-06 9.50927 0.2402 1 4852
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5193 2174.87 1.53213e-05 61.5931 3.709e-07 0.001 6961 LS failed, Hessian reset
3163 2396.51 5.80789e-07 13.3729 0.06752 1 4035
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5199 2174.88 7.10567e-05 60.6875 0.7258 0.7258 6967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3529 2355.15 3.59492e-05 177.576 2.044e-07 0.001 4236 LS failed, Hessian reset
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2174.91 6.08824e-05 18.0173 0.7916 0.7916 7094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2355.78 2.58055e-05 30.9291 0.1241 0.5446 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5353 2174.91 2.29229e-06 13.44 1.562e-07 0.001 7206 LS failed, Hessian reset
5357 2174.91 8.73408e-07 11.8093 1 1 7211
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 2304.71 0.00434165 325.868 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2355.9 3.41251e-05 19.8204 0.3456 0.3456 4434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2369.74 0.0167769 778.55 0.3097 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3755 2355.93 5.35013e-06 16.6889 1.012e-07 0.001 4533 LS failed, Hessian reset
3799 2355.94 2.1704e-05 12.8074 1 1 4600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2389.97 0.00261523 931.491 0.5422 0.5422 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3884 2355.97 4.91623e-06 25.2075 2.048e-07 0.001 4741 LS failed, Hessian reset
3899 2355.97 6.82556e-05 30.1527 1 1 4758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2445.04 0.00453438 281.752 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2356.03 0.000644332 24.4732 1 1 4871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2460.34 0.0302849 905.775 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2356.38 0.0268835 217.165 1 1 4986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2467.82 0.00481863 149.429 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2356.66 0.000146715 29.1284 1 1 5115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2475.48 0.00620261 124.074 0.16 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2491.2 0.000715633 199.274 1 1 909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4258 2356.76 1.07303e-05 49.2906 2.097e-07 0.001 5215 LS failed, Hessian reset
4290 2356.79 6.48967e-06 28.9973 1.176e-07 0.001 5293 LS failed, Hessian reset
4299 2356.8 0.000267189 68.4221 1 1 5303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2502.94 0.00601076 136.846 1 1 1018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4374 2356.88 9.12395e-06 42.2213 1.296e-07 0.001 5440 LS failed, Hessian reset
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2356.91 0.000688626 47.7935 1 1 5467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2508.57 0.00491831 454.088 0.4513 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2312.36 0.0269177 885.526 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2356.94 0.00038417 80.504 1 1 5590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2512.89 0.019223 497.292 1 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2360.59 0.0953469 1167.49 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2356.99 7.31861e-05 44.1664 0.2907 1 5707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2515.26 0.00326772 115.081 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2379.14 0.000947908 188.456 0.3744 0.3744 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4692 2357 3.51524e-07 11.4794 0.2175 1 5827
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 2516.18 0.000457079 168.545 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2401.05 0.00139606 248.309 0.7543 0.07543 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2519.07 0.0093105 176.425 1 1 1585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2424.45 0.0433969 402.211 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2527.59 0.00341583 160.459 1 1 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2451.29 0.030362 161.059 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2530.82 0.000617248 129.592 1 1 1811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2386.05 0.0313854 975.036 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2459.46 0.00885086 108.902 1.445 0.1445 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2533.08 0.000219861 111.782 1 1 1927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2456.96 0.00753864 237.653 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2465.53 0.00176908 126.064 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2415.17 0.0278031 586.9 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2485.44 0.00760682 216.966 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2534.6 0.000387236 81.6975 0.9518 0.9518 2041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2479.97 0.00551884 987.139 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2466.96 0.00170457 102.591 1 1 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2535.31 0.000679318 59.6978 1 1 2150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2469.01 0.00179491 322.305 1 1 1131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2501 0.00543626 624.151 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2532.58 0.00206811 370.746 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2536.7 0.0030524 85.0498 1 1 2268
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2470.25 0.000171436 192.421 0.2707 0.2707 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2545.35 0.0012927 214.743 0.6419 0.6419 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2514.67 0.0281591 1280.71 0.6842 0.6842 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2537.88 0.0385164 226.492 1 1 2378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2470.96 0.0037343 85.7092 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2524.25 0.000918745 211.898 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2572.21 0.00921721 225.545 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2545.19 0.0123175 1494.95 1 1 2492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2472.04 0.000373036 120.321 1 1 1468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2528.71 0.00219162 158.537 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2579 0.00104208 84.3393 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2547.21 0.00036584 91.31 1 1 2600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2534.53 0.0219193 456.696 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1398 2472.83 2.48938e-05 49.0295 1.046e-06 0.001 1623 LS failed, Hessian reset
1399 2472.83 2.23964e-05 30.0646 1 1 1624
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2589.01 0.00166812 128.205 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2549.74 0.000314973 29.2766 1 1 2714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2540.76 0.00123252 196.11 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2598.09 0.00312208 591.855 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1484 2473.16 1.30302e-05 41.4678 1.652e-07 0.001 1774 LS failed, Hessian reset
2479 2550.33 6.85808e-06 42.8651 1.497e-07 0.001 2852 LS failed, Hessian reset
1499 2473.2 0.000233693 25.4959 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2550.45 0.000539231 384.968 0.451 1 2877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2542.8 0.000931295 126.691 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2600.82 0.000400582 124.416 1 1 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2473.48 0.00101039 39.8712 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2551.16 0.00159425 182.776 1 1 2988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2547.24 0.000535011 191.462 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1623 2474.12 3.12512e-05 109.029 1.74e-07 0.001 1982 LS failed, Hessian reset
2699 2552.45 0.000125145 209.714 0.06923 0.7992 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2548.48 0.00138911 364.711 0.5064 0.5064 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2603.89 0.00337524 113.201 0.4135 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2474.93 0.000152384 203.818 0.3327 0.3327 2076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2553.46 0.000104086 89.6389 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2609.92 0.00487224 205.567 0.144 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2550.34 0.00111518 196.117 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2475.39 7.82852e-05 83.3393 0.8247 0.8247 2188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2554.53 0.0013733 179.544 0.3642 1 3330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2484.36 0.00816881 466.148 0.9419 0.9419 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2571.82 0.002226 202.432 0.9958 0.9958 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2611.32 0.00504575 281.024 1 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2551.72 0.000687648 192.555 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1863 2475.58 7.80104e-06 28.22 3.144e-07 0.001 2294 LS failed, Hessian reset
2999 2555.48 0.000572792 151.399 0.4666 0.4666 3446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2539.82 0.0203937 503.147 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2475.62 0.00177984 91.5942 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2616.1 0.0171182 358.978 1 1 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1483 2552.42 3.57579e-05 124.473 1.782e-07 0.001 1712 LS failed, Hessian reset
1499 2552.74 0.00019451 83.8362 1 1 1730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2625.47 0.0748385 322.056 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1963 2475.78 1.91856e-05 66.3705 2.036e-07 0.001 2460 LS failed, Hessian reset
299 2570.26 0.0532275 253.697 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2556.78 0.0103774 115.376 0.8729 0.8729 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2475.9 4.40996e-05 50.0732 0.4222 0.4222 2504
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2553.2 0.000418085 51.372 1 1 1843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2618.89 0.0623474 623.622 1 1 1572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2645.34 0.00594079 196.362 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2558.09 9.85735e-05 39.1992 1.589 0.1589 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2590.14 0.0201156 190.749 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2636.31 0.00709266 638.595 0.1382 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2555.34 0.00165607 111.148 1 1 1963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2620.8 0.00251986 84.5013 1 1 1677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2476.14 7.77902e-05 29.208 0.3581 0.3581 2624
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2594.26 0.00423201 366.579 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2663.07 0.00576832 471.781 0.4687 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3259 2558.62 3.85461e-05 117.539 4.302e-07 0.001 3803 LS failed, Hessian reset
3299 2558.93 0.00344176 117.23 1 1 3849
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2556.12 0.00445851 155.812 1 1 2075
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2708.87 0.0157907 392.906 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2621.45 0.000187968 344.122 0.4958 0.04958 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2476.49 0.000290783 43.864 0.2898 1 2742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2602.31 0.0144614 411.346 0.2424 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
493 2672.63 0.00065836 231.51 4.389e-06 0.001 589 LS failed, Hessian reset
499 2672.99 0.00117816 618.604 0.339 1 596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2731.57 0.000179002 59.306 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2559.47 0.000348427 86.7909 0.4444 1 3969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2622.65 0.00606043 263.691 1 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2556.73 0.000322512 140.091 0.6885 0.6885 2188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2618.75 0.0239548 745.984 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2681.7 0.00543971 120.805 1 1 704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2744.83 0.0162874 233.377 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2298 2476.57 9.17569e-06 28.7009 1.621e-07 0.001 2905 LS failed, Hessian reset
2299 2476.57 4.14328e-05 26.9125 10 1 2907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2559.72 0.000409022 62.6468 1 1 4097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2623.38 0.00518253 110.546 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2557.22 9.393e-05 175.108 0.06674 0.06674 2315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2687.7 0.0058479 325.987 1 1 812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3521 2559.73 8.81678e-06 56.0549 1.895e-07 0.001 4164 LS failed, Hessian reset
1841 2623.59 1.79628e-05 36.8502 1.092e-06 0.001 2107 LS failed, Hessian reset
799 2640.44 0.0157838 420.505 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3549 2559.77 4.64791e-06 23.3451 8.14e-08 0.001 4240 LS failed, Hessian reset
2399 2476.61 7.01283e-05 25.5022 1 1 3033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2775.82 0.00241548 349.723 0.2881 0.2881 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2558.61 0.00119064 78.7252 1 1 2422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2408 2476.61 7.57483e-06 26.851 3.255e-07 0.001 3084 LS failed, Hessian reset
1899 2623.74 0.000973728 45.2869 1 1 2178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2652.06 0.000955942 154.111 0.1543 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2559.81 7.86656e-05 68.0693 0.5657 0.5657 4304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2432 2476.61 2.71394e-05 25.9311 1.188e-06 0.001 3156 LS failed, Hessian reset
799 2704.09 0.022401 624.737 1 1 923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2561.13 0.000998181 117.325 1 1 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2654.6 0.000861648 286.087 0.248 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2789.1 0.00139514 93.6937 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2476.61 2.83468e-06 12.7089 0.4532 0.4532 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2708.87 0.000437019 211.427 1 1 1034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2624.17 0.00438004 99.5612 1 1 2303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3663 2560.2 4.69506e-06 24.8081 8.3e-08 0.001 4429 LS failed, Hessian reset
3699 2560.3 3.27475e-05 39.0022 1 1 4470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2231 2563.78 1.74292e-05 70.3814 1.661e-07 0.001 2626 LS failed, Hessian reset
1099 2660.04 0.00185492 241.109 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2794.83 0.0194272 245.172 1 1 770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3711 2560.31 3.4657e-06 24.0896 1.449e-07 0.001 4539 LS failed, Hessian reset
2559 2476.69 6.48303e-06 23.0081 3.513e-07 0.001 3345 LS failed, Hessian reset
999 2711.63 0.00463902 442.928 1 1 1149 2299 2564.59 0.010992 275.388 1.938 0.1938 2708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2626.94 0.000303614 43.9215 1 1 2425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2476.71 0.000683623 96.3633 1 1 3394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2310 2564.73 3.331e-05 70.5515 7.278e-07 0.001 2753 LS failed, Hessian reset
1199 2662 0.000156361 174.633 0.2646 0.2646 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2560.37 9.07854e-05 34.4029 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2797.27 0.00101076 52.2057 1 1 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3825 2560.38 8.49588e-06 53.6077 1.62e-07 0.001 4724 LS failed, Hessian reset
2199 2627.77 0.000529739 78.3974 1 1 2542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2476.74 0.00103222 21.7115 1 1 3512
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2564.99 0.000204738 123.41 0.651 0.651 2851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2715.05 0.00156531 468.497 1 1 1259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1220 2662.11 1.57145e-05 51.3068 1.519e-07 0.001 1440 LS failed, Hessian reset
2421 2565.02 5.00226e-06 20.3558 2.58e-07 0.001 2919 LS failed, Hessian reset
899 2821.34 0.00983347 754.643 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2560.4 0.000259518 41.4328 1 1 4814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2663.13 0.00154258 156.557 1 1 1527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2628.3 0.000259018 155.685 0.1424 0.1424 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2476.83 7.30175e-05 52.7517 0.7017 0.7017 3636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2720.67 0.000279634 293.433 0.4394 0.4394 1370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3916 2560.42 1.23408e-05 59.0218 8.117e-08 0.001 4885 LS failed, Hessian reset
2499 2565.1 9.50594e-05 13.4637 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2628.65 0.0013458 121.755 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2507 2565.11 9.28414e-06 27.9549 1.387e-07 0.001 3060 LS failed, Hessian reset
999 2825.57 0.00518855 135.542 1 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2560.45 7.08179e-07 14.3382 0.4062 0.4062 4996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2664.95 0.00429187 630.64 1 1 1643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4013 2560.45 5.12863e-07 14.2566 0.6258 0.6258 5013
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 2477.07 0.0119249 127.149 3.354 0.3354 3751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2724.48 0.0222548 354.781 0.6624 0.6624 1478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2746.43 0.00848719 623.02 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2562 2565.16 2.4471e-05 60.3351 4.376e-07 0.001 3164 LS failed, Hessian reset
1099 2828.81 0.00111538 107.725 1 1 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2629.14 0.00331942 283.341 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2477.41 0.000712688 50.4405 0.7049 0.7049 3859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2870.91 0.00327719 327.019 0.7873 0.7873 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2565.21 0.000233187 27.6377 0.886 0.886 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2731.67 0.00555748 104.432 0.8447 0.8447 1591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2669.22 0.00185647 153.44 0.4242 0.9672 1762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1153 2831.23 4.37591e-05 182.43 1.708e-07 0.001 1315 LS failed, Hessian reset
1199 2832.33 0.00294618 92.7127 0.9163 0.9163 1365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2630.8 0.000734951 287.441 0.6973 0.6973 3005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2889.43 0.0961759 1250.6 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3075 2477.45 1.15016e-05 34.663 6.405e-07 0.001 3997 LS failed, Hessian reset
2699 2565.28 0.000836094 25.9535 0.3828 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2734.44 0.00975257 173.232 1 1 1698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2477.46 5.93639e-06 14.5495 1 1 4028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3106 2477.46 3.17452e-07 12.1247 0.4075 1 4040
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 2670.77 0.000863564 129.359 0.2666 1 1873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2708 2565.3 5.07885e-06 20.4092 2.577e-07 0.001 3410 LS failed, Hessian reset
2699 2631.49 0.00252674 106.223 0.4425 1 3118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2834.5 0.00285465 148.418 1 1 1482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2735.72 0.000706062 336.091 0.2616 0.2616 1815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2924.06 0.0197353 569.77 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2672.98 0.000987024 114.818 1 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2759 2565.33 9.66479e-06 34.4513 3.633e-07 0.001 3521 LS failed, Hessian reset
2776 2631.73 1.08055e-05 37.7252 3.841e-07 0.001 3264 LS failed, Hessian reset
2799 2631.76 0.000249018 47.1632 0.7828 0.7828 3289
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2837.32 0.00317745 229.718 1 1 1591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2673.53 0.000804061 133.529 1 1 2103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2789 2565.33 1.18889e-05 18.9577 8.868e-07 0.001 3611 LS failed, Hessian reset
2796 2565.33 6.58219e-07 12.1454 0.274 1 3621
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 2737.47 0.000510323 440.585 0.7245 0.7245 1928
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2943.77 0.00581522 241.868 0.3435 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2673.84 0.00580042 128.718 5.985 0.5985 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2838.92 0.00181 185.764 0.2649 1 1708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2631.8 0.00209147 60.6621 1 1 3405
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2738.99 0.00374585 608.823 1 1 2040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2902 2631.8 1.36967e-05 25.8268 1.177e-07 0.001 3446 LS failed, Hessian reset
599 2956.24 0.00932597 376.543 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2840.67 0.00869646 198.564 1 1 1819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2675.11 0.00283401 146.745 1 1 2339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2740.71 0.000262763 48.2168 0.161 0.161 2156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2959.99 0.0132427 339.094 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2631.87 0.0103726 392.549 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2847.94 0.000359369 89.0963 0.9881 0.9881 1934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2675.96 0.000971672 43.2238 1 1 2445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1934 2740.91 5.89327e-06 23.8652 1.99e-07 0.001 2249 LS failed, Hessian reset
799 2973.01 0.00113861 218.076 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2632.37 0.000896645 26.0568 1 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2851.84 0.0064581 268.575 0.3699 1 2048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1959 2740.95 1.77134e-05 41.8894 1.267e-07 0.001 2323 LS failed, Hessian reset
2199 2676.84 0.000780689 82.0243 0.4463 1 2564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2741.01 0.000441492 95.3664 1 1 2368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2977.34 0.00282963 413.114 0.883 0.883 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2632.47 0.002045 173.309 1 1 3815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2742.15 0.00111566 67.5584 1 1 2474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2852.53 0.000192015 31.3326 1 1 2159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2296 2677.25 1.72555e-05 59.5559 3.2e-07 0.001 2723 LS failed, Hessian reset
2299 2677.25 1.02732e-05 20.741 1 1 2726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2632.55 0.00182174 18.1788 1 1 3930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2980.02 0.000881917 194.528 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2744.6 0.00537312 362.738 1 1 2587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2853.58 0.00466257 317.79 1 1 2273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3372 2632.57 3.90116e-05 45.0704 3.323e-06 0.001 4054 LS failed, Hessian reset
3399 2632.58 0.00024954 24.9331 1 1 4087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2677.51 0.000763483 94.7293 0.3118 1 2839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2983.58 0.0316056 930.163 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2746.07 0.00237237 84.7807 1 1 2701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2632.63 0.000276316 44.9283 0.5377 0.5377 4214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2854.22 0.000975471 162.62 1 1 2392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2467 2677.61 6.10845e-06 24.2311 2.932e-07 0.001 2964 LS failed, Hessian reset
2499 2677.62 3.63774e-05 14.1813 1 1 3010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2746.87 0.000434265 81.2204 1 1 2817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2506 2677.62 9.52823e-06 37.4228 3.002e-07 0.001 3053 LS failed, Hessian reset
1199 2987.61 0.0070945 282.02 0.7469 0.7469 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2632.67 1.34126e-06 12.9536 1 1 4340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2854.56 3.81103e-05 72.5498 0.2462 0.7907 2518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3627 2632.67 6.74771e-07 11.6228 0.0728 1 4380
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2437 2747.02 2.31659e-05 48.2832 7.917e-07 0.001 2897 LS failed, Hessian reset
1299 2992.58 0.0359352 90.7421 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2859.01 0.000730964 547.711 0.1974 0.1974 2633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2678.54 0.0273735 216.329 0.5338 0.5338 3164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2747.15 3.52076e-05 36.1495 0.5138 0.5138 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2996.86 0.0129397 233.125 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2636 2678.81 8.10091e-05 132.912 6.661e-07 0.001 3254 LS failed, Hessian reset
2399 2864.74 0.0040499 131.959 1 1 2741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2747.26 0.00437719 122.533 1 1 3095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2679.83 0.000408558 94.7077 1 1 3326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2427 2866.7 2.13911e-05 91.6524 3.678e-07 0.001 2820 LS failed, Hessian reset
1499 3002.27 0.00171353 657.25 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2747.87 0.000130758 222.264 0.3157 0.3157 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2867.31 0.00152207 201.457 1 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2680.57 0.000756456 122.152 1 1 3445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3003.95 0.000503124 85.3928 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2748.07 0.00108245 60.5709 0.8052 0.8052 3339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2867.72 0.000667406 84.2461 1 1 3023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3004.22 0.00138691 39.486 1 1 1916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2680.75 3.49461e-05 21.9741 1 1 3559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2867.89 0.000740994 36.2307 0.9301 0.9301 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2748.4 0.000859127 37.7456 1 1 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3004.51 0.00330377 85.8787 1 1 2030 2966 2680.81 4.80826e-06 21.0688 2.026e-07 0.001 3691 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2680.83 1.78585e-05 22.0402 0.3442 0.3442 3737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2868.19 0.00247391 57.5922 0.9816 0.9816 3254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3029 2680.87 4.15806e-05 89.1509 6.879e-07 0.001 3817 LS failed, Hessian reset
2999 2748.51 1.17005e-05 29.9303 9.241e-07 0.001 3626 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1886 3004.73 1.55327e-05 26.0209 5.626e-07 0.001 2171 LS failed, Hessian reset
1899 3004.74 5.26755e-05 15.526 0.7879 0.7879 2187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3091 2680.93 5.43029e-06 22.4915 1.537e-07 0.001 3934 LS failed, Hessian reset
1930 3004.86 5.19501e-06 21.3881 9.274e-08 0.001 2274 LS failed, Hessian reset
2870 2868.29 3.78378e-06 20.0263 1.939e-07 0.001 3383 LS failed, Hessian reset
3099 2680.93 1.18658e-05 16.842 1 1 3943
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2748.58 5.55501e-05 27.0315 1 1 3770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2892 2868.31 3.52548e-06 18.8318 2.413e-07 0.001 3459 LS failed, Hessian reset
2899 2868.31 0.000169904 54.5191 10 1 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3004.92 0.000406088 69.1692 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2748.84 0.0116091 205.842 0.09908 1 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2681.03 0.00011927 33.2665 0.2364 1 4069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3200 2748.85 4.42497e-05 177.049 2.15e-07 0.001 3925 LS failed, Hessian reset
2968 2868.39 1.55411e-05 81.6923 1.362e-07 0.001 3594 LS failed, Hessian reset
2099 3006.17 0.00927074 241.28 1 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2868.45 0.000787901 76.4396 1 1 3625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2681.51 0.00510143 42.5576 1 1 4192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3013 2868.45 2.89111e-06 15.2343 1.252e-07 0.001 3689 LS failed, Hessian reset
3294 2749.2 3.05389e-05 37.9075 1.212e-06 0.001 4074 LS failed, Hessian reset
3299 2749.21 0.000117074 95.2175 1 1 4079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3008.28 0.00163076 178.913 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3030 2868.46 5.05692e-06 18.4145 9.685e-08 0.001 3749 LS failed, Hessian reset
2203 3008.37 0.000103891 263.294 3.865e-07 0.001 2620 LS failed, Hessian reset
3399 2682.04 0.00133507 41.6215 1 1 4306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3047 2868.46 4.92004e-06 23.0379 1.134e-07 0.001 3820 LS failed, Hessian reset
3386 2749.31 2.16076e-05 64.4247 5.578e-07 0.001 4225 LS failed, Hessian reset
2299 3008.55 0.00157047 161.068 1 1 2730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3085 2868.47 5.22812e-06 28.0755 2.158e-07 0.001 3906 LS failed, Hessian reset
3099 2868.48 2.35355e-05 25.3352 0.3066 0.3066 3922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2749.32 0.000245349 46.0651 0.7387 0.7387 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2682.49 0.00659723 244.24 1 1 4426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3122 2868.48 3.90473e-06 17.1175 1.481e-07 0.001 3991 LS failed, Hessian reset
3599 2682.84 0.000481461 139.357 1 1 4546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3008.97 6.30438e-05 76.3495 0.3718 0.3718 2845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3484 2749.35 2.08604e-05 77.4053 3.056e-07 0.001 4382 LS failed, Hessian reset
3499 2749.37 0.000120079 24.5651 0.7586 0.3233 4404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2868.58 0.00388342 328.151 0.3218 0.3218 4079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2429 3009.12 4.81505e-06 27.5236 1.809e-07 0.001 2922 LS failed, Hessian reset
99 2787.27 0.0264943 931.903 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2682.89 0.00036611 43.3974 1 1 4677
2465 3009.16 1.03773e-05 7.11325 1 1 2967
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3501 2749.37 6.03559e-06 28.3399 2.62e-07 0.001 4469 LS failed, Hessian reset
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2868.98 0.000169323 26.515 1 1 4194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2904.86 0.00368943 564.736 1 1 240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3771 2682.96 7.52666e-06 26.9705 4.721e-07 0.001 4797 LS failed, Hessian reset
3799 2682.96 1.59931e-05 29.4715 0.4383 0.4383 4838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2862.89 0.00198669 266.937 0.7566 0.7566 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2749.38 0.000111097 28.0147 1 1 4600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3355 2869.02 1.13629e-05 46.8369 4.206e-07 0.001 4290 LS failed, Hessian reset
299 2961.5 0.00744819 457.312 0.2973 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3821 2682.97 6.60277e-06 12.597 1.07e-07 0.001 4909 LS failed, Hessian reset
3399 2869.03 3.31817e-05 26.0723 1 1 4342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2749.7 0.0346748 54.1692 1 1 4713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2983.02 0.0199468 469.186 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2971.32 0.0133001 724.299 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3878 2682.98 5.27052e-06 22.0756 1.51e-07 0.001 5035 LS failed, Hessian reset
3499 2869.08 5.25271e-05 43.2893 0.1997 0.9592 4463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2802.74 0.00950369 526.782 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3894 2682.98 8.54964e-07 9.44959 0.3003 1 5057
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 2750.1 0.000248307 56.4777 1 1 4826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3018.56 0.0101837 1225.33 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2984.06 0.00740455 704.048 0.7842 0.07842 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2869.14 0.00056136 42.5301 1 1 4581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2863.65 0.00285052 443.151 1 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3859 2750.29 6.20085e-06 22.5879 3.265e-07 0.001 4943 LS failed, Hessian reset
399 3075.45 0.0219719 145.014 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3017.22 0.00624434 406.835 0.923 0.923 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3623 2869.2 1.32734e-05 30.8645 8.865e-08 0.001 4665 LS failed, Hessian reset
3884 2750.3 7.03285e-06 27.8552 1.582e-07 0.001 5018 LS failed, Hessian reset
3899 2750.31 2.90223e-05 26.8339 1 1 5034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2890.08 0.00598168 494.439 0.9187 0.9187 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2869.29 0.000476973 49.7157 1 1 4747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3028.3 0.00807936 274.894 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3083.81 0.0164793 1245.28 0.284 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3734 2869.3 4.60867e-06 20.7344 1.042e-07 0.001 4831 LS failed, Hessian reset
3999 2750.57 0.00266678 135.207 0.9989 0.9989 5151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2906.35 0.00742164 188.812 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3092.95 0.00240653 599.797 0.4356 0.4356 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3036.38 0.0137955 1131.5 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3750 2869.3 4.62168e-06 23.2001 1.187e-07 0.001 4893 LS failed, Hessian reset
4041 2750.62 1.52877e-05 34.0141 6.547e-07 0.001 5250 LS failed, Hessian reset
3799 2869.31 5.08361e-05 23.6405 1 1 4949
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3097.78 0.0328864 1252.34 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2953.67 0.00501893 151.613 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4059 2750.63 2.56676e-05 21.276 1.146e-06 0.001 5310 LS failed, Hessian reset
899 3046.55 0.0107726 983.696 0.6869 0.6869 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4074 2750.64 3.90188e-06 17.3144 2.346e-07 0.001 5367 LS failed, Hessian reset
3858 2869.33 9.64842e-06 21.0715 6.448e-07 0.001 5062 LS failed, Hessian reset
3863 2869.33 5.02172e-07 14.687 0.208 0.626 5071
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
799 3103.48 0.0189452 608.608 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2970.5 0.00148052 193.849 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3051.29 0.00203208 278.193 1 1 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4094 2750.65 9.16343e-06 20.252 1.148e-07 0.001 5442 LS failed, Hessian reset
4099 2750.65 1.29012e-05 13.163 0.3345 0.3345 5449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3109.01 0.0175404 599.632 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2976.3 0.00265889 125.966 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2750.72 0.000143967 52.7233 0.757 0.757 5570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3054.41 0.00339293 218.528 0.4786 0.4786 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3115.31 0.00145916 178.504 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2982.01 0.10689 2908.23 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4251 2750.73 1.04816e-06 9.58589 1 1 5637
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3057.02 0.00848777 245.026 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3027.53 0.171643 2840.47 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3124.82 0.0005857 131.321 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2644.22 0.00778706 359.601 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3059.97 0.00434469 125.063 1 1 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3133.04 0.00404622 758.255 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3037.79 0.0203652 482.279 1 1 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2775.36 0.00656364 487.961 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3062.18 0.000344009 121.694 0.656 0.656 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3140.03 0.0188525 748.066 1 1 1429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3047.54 0.086966 1389.37 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3063.97 0.00879379 218.722 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2860.73 0.00476581 850.372 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3142.09 0.00164334 61.9126 1 1 1535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3052.24 0.00154048 499.558 0.3265 0.8767 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2878.17 0.00175132 414.467 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3066.13 0.00113046 99.4418 0.2787 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1462 3142.67 2.75764e-05 110.079 9.705e-08 0.001 1645 LS failed, Hessian reset
1499 3143.18 0.00118181 83.6932 0.805 0.805 1686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3067.01 0.000400699 58.2735 1 1 1915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3056.95 0.00496368 164.036 1 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2903.8 0.0212187 1614.26 0.5269 0.5269 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3145.31 0.000833387 55.7417 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3067.46 0.000601945 180.112 0.7347 0.7347 2037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3064.87 0.0157889 193.381 1 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3145.94 0.000570981 50.2033 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2952.52 0.00398969 381.817 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3069.67 0.000298859 77.8987 0.03223 1 2149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3067.86 0.0130296 234.415 1 1 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2977.2 0.00598665 485.385 0.1614 0.9523 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3146.6 0.000449552 67.8183 1 1 2024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1955 3070.44 2.02676e-05 105.428 2.82e-07 0.001 2251 LS failed, Hessian reset
1599 3070.65 0.00327326 302.367 1 1 1803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3071.01 0.000400322 99.8988 1 1 2303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2988.57 0.00238516 260.82 0.761 0.761 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3147.64 0.000857277 131.19 1 1 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3072.76 0.00208016 108.154 1 1 1918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3072.12 7.29313e-05 27.924 1 1 2414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3007.16 0.00528534 282.867 1 1 998
1999 3148.3 0.00185494 84.3561 1 1 2251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3074.82 0.00764157 497.638 1 1 2022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2041 3148.69 2.77379e-05 100.809 9.381e-08 0.001 2339 LS failed, Hessian reset
2199 3072.5 6.89302e-05 37.4393 0.9048 0.9048 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3020.79 0.0442177 876.238 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3148.84 0.000129021 144.619 0.4491 0.4491 2408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3076.51 0.000574135 159.095 0.1044 0.2793 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3034.9 0.0302112 433.729 0.9935 0.9935 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3072.65 0.000603967 181.953 1 1 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3149.05 2.69115e-05 26.2089 0.8335 0.8335 2517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3076.93 8.62386e-05 19.1574 0.663 0.663 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3051.99 0.00372147 201.329 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2321 3072.71 1.34859e-05 54.9662 1.055e-07 0.001 2716 LS failed, Hessian reset
2299 3149.35 0.00028491 118.022 1 1 2630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2588.96 0.00164668 192.739 0.9169 0.9169 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3072.83 0.000772717 58.7842 0.3325 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3077.27 0.000119564 167.636 0.08177 1 2359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3062.9 0.00157793 253.141 1 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2423 3072.85 9.08061e-06 40.5661 2.335e-07 0.001 2875 LS failed, Hessian reset
2399 3150.45 0.00402435 172.97 0.6182 0.6182 2744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2715.72 0.00778566 548.96 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3072.94 0.000160981 44.2045 1 1 2962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3078.78 0.0041511 188.963 0.4533 0.4533 2473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3069.43 0.00606565 320.249 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
2499 3150.66 0.000117458 36.4156 0.3242 0.9997 2864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2526 3072.96 8.26259e-06 42.0352 1.511e-07 0.001 3048 LS failed, Hessian reset
299 2817.9 0.0144611 358.001 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3079.47 0.00443223 260.948 1 1 2586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2560 3072.99 3.72896e-06 20.6291 2.192e-07 0.001 3127 LS failed, Hessian reset
2529 3150.69 2.8305e-06 16.9733 1.531e-07 0.001 2939 LS failed, Hessian reset
1499 3078.05 0.00369614 359.103 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3073.02 0.000328866 118.01 1 1 3174
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2856.78 0.0621908 1574.72 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2647.59 0.0164562 677.149 0.9832 0.9832 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3150.76 0.000360645 97.9824 0.3818 0.3818 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2633 3073.04 2.42419e-05 62.7465 6.391e-07 0.001 3260 LS failed, Hessian reset
1599 3084.64 0.00750235 395.552 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3080.17 0.00104007 245.258 0.5222 1 2710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2632 3150.82 9.42086e-06 39.9593 3.732e-07 0.001 3108 LS failed, Hessian reset
2699 3073.19 0.000471199 50.3528 0.3891 0.3891 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2737.96 0.0828408 936.927 0.3564 0.3564 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2901.92 0.0159623 840.412 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3150.86 0.00112177 55.0986 1 1 3185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3088.65 7.23246e-05 77.367 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2721 3073.53 4.29852e-05 200.979 1.296e-07 0.001 3403 LS failed, Hessian reset
2499 3080.6 0.000466748 157.281 1 1 2830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2930.61 0.0350383 1356.57 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2887.34 0.143792 609.556 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3095.23 0.0114652 212.584 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2769 3073.97 7.33939e-06 36.6248 1.425e-07 0.001 3505 LS failed, Hessian reset
2799 3150.91 1.45793e-05 14.7225 1 1 3311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3080.88 5.37299e-05 41.9587 1 1 2941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3026.06 0.00225306 450.166 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2791 3074.03 4.27872e-06 21.1708 1.225e-07 0.001 3566 LS failed, Hessian reset
2799 3074.05 0.000612563 166.726 0.473 0.1539 3579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2631 3081.01 1.95082e-05 105.831 1.577e-07 0.001 3023 LS failed, Hessian reset
399 2934.07 0.136202 836.913 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3102.18 0.000397483 161.766 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2854 3151.04 9.95259e-06 56.979 1.369e-07 0.001 3426 LS failed, Hessian reset
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3038.27 0.00624654 292.395 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2686 3081.2 9.70342e-06 44.3165 2.588e-07 0.001 3123 LS failed, Hessian reset
2899 3151.11 0.000276593 47.109 1 1 3482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3081.21 0.000191456 102.049 0.4078 0.4078 3139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2861 3074.12 3.61058e-06 17.6512 1.155e-07 0.001 3692 LS failed, Hessian reset
1999 3104.66 0.00112901 405.813 0.4152 0.4152 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2947.92 0.0413742 2122.05 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3074.14 0.000139524 35.9306 1 1 3735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2732.61 0.00800617 467.467 0.7624 0.7624 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3050.7 0.00255195 243.407 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3151.14 3.26888e-05 35.3157 0.8038 0.8038 3612
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2977.79 0.0106783 1037.39 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3081.61 0.000837448 42.9476 1 1 3251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3106.31 0.00761873 106.62 0.9061 0.9061 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3074.26 0.000172211 48.267 1 1 3864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2810.24 0.123531 1714.91 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3070.32 0.00758535 159.681 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2767.49 0.00584823 282.642 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2990.5 0.0145911 762.183 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3081.83 0.0173436 127.255 1 1 3360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3093 3151.46 1.6213e-05 53.3706 8.833e-08 0.001 3760 LS failed, Hessian reset
3099 3151.49 0.00116573 187.847 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3107.21 0.000227079 35.9606 1 1 2467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3074.34 8.21443e-06 38.5781 2.718e-07 0.001 4025 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2810.99 0.0475834 1240.14 0.9393 0.9393 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2930.41 0.00479579 387.934 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3018.25 0.0154754 592.894 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3082.07 0.00102926 54.8243 1 1 3475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3083.45 0.0393385 378.456 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3151.74 0.00076108 43.3028 1 1 3881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3074.35 0.000154234 43.3262 1 1 4151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3109.89 0.0248645 88.8391 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3095.05 0.00488092 297.208 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3028.23 0.00629544 211.006 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3082.94 0.00315943 69.9542 0.9803 0.9803 3588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2866.67 0.00550507 328.742 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2982.97 0.00528594 261.038 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3246 3151.78 5.53258e-06 30.2774 2.686e-07 0.001 3983 LS failed, Hessian reset
3299 3074.48 0.00228448 116.784 0.5369 0.5369 4270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3253 3151.79 1.40167e-05 32.7063 1.719e-06 0.001 4036 LS failed, Hessian reset
2399 3112.86 0.00646626 587.589 1 1 2691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3042.63 0.0291932 615.951 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3020.08 0.00326952 259.347 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3083.88 0.000496297 54.526 0.9053 0.9053 3698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2889.81 0.00200012 135.827 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3151.81 5.95275e-05 59.1216 1 1 4095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3113.27 0.062707 893.686 0.9214 0.09214 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3074.59 0.000957323 44.1309 1 1 4383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3309 3151.81 5.31245e-06 26.5915 2.263e-07 0.001 4149 LS failed, Hessian reset
2499 3118.64 0.00295688 233.363 1 1 2800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3125.46 0.0113864 681.781 1 1 1556 1099 3056.33 0.00584034 351.855 1 1 1231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3035.25 0.0210491 365.563 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2949.34 0.152551 303.128 1.453 0.1453 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3084.82 0.00325784 239.86 1 1 3804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3074.66 0.000162436 41.2701 1 1 4505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3369 3151.83 8.03176e-06 42.9535 2.016e-07 0.001 4270 LS failed, Hessian reset
2599 3121.74 0.0227947 418.204 1 1 2911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3151.83 0.000217526 35.1926 1 1 4304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3152.81 0.00405439 245.697 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3084.92 1.92879e-05 27.7212 1 1 3915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3061.78 0.00151268 81.8812 1 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3507 3074.66 1.94301e-05 33.1554 7.287e-07 0.001 4556 LS failed, Hessian reset
699 3051.96 0.00617109 1022.58 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3032.72 0.0048966 564.08 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3124.24 0.000832432 197.014 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3440 3084.97 4.05124e-05 67.1816 8.946e-07 0.001 3999 LS failed, Hessian reset
3499 3151.89 0.000214932 29.9975 1 1 4424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3064.66 0.000183782 70.3908 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3158.89 0.00137675 78.7822 1 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3081.64 0.0183959 518.276 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3464 3084.98 1.96577e-06 9.59461 1.07e-07 0.001 4066 LS failed, Hessian reset
3582 3074.67 4.08366e-07 11.2105 3.891e-08 0.001 4702 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 3126.18 0.000329009 56.33 1 1 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3047.64 0.00312416 305.383 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3151.91 0.00551173 94.2229 1 1 4554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3105.4 0.0263076 611.541 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3066.91 0.0500895 707.621 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3489 3084.99 4.11329e-06 13.8377 9.389e-08 0.001 4144 LS failed, Hessian reset
1699 3160.76 0.00718071 148.519 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3084.99 2.63172e-06 8.72305 1.408 0.351 4158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3127.36 0.019786 324.813 1 1 3245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3054.68 0.013686 598.004 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3079.4 0.00899739 121.312 1 1 1677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3152.39 0.00335094 259.592 0.3391 0.3391 4669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2915 3128.48 8.15653e-05 160.635 5.052e-07 0.001 3305 LS failed, Hessian reset
999 3134.87 0.015043 625.719 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3085.04 0.000142563 29.9992 0.9931 0.9931 4271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3162.77 0.00636826 345.159 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3152.81 0.0026342 46.7708 0.4082 1 4777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3102.36 0.00208953 114.98 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2999 3129.51 0.000738392 100.183 0.4059 1 3398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3087.31 0.00685468 153.342 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3159.6 0.00423787 307.133 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3085.16 0.00812382 76.1626 1 1 4391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3164.37 0.0052633 250.037 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3851 3152.91 2.06948e-05 109.638 1.597e-07 0.001 4882 LS failed, Hessian reset
3099 3129.65 0.000564846 83.0167 1 1 3507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3112.89 0.0014529 233.236 0.7548 0.7548 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3093.96 0.0477499 336.164 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3167.14 0.00119546 117.707 0.7419 0.7419 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3152.98 0.00110997 168.67 1 1 4937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3168.12 0.00541887 490.17 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3909 3152.99 5.17327e-06 28.7217 1.384e-07 0.001 5006 LS failed, Hessian reset
3799 3085.29 0.00197804 53.8557 1 1 4506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3130.7 7.7921e-05 33.3334 1 1 3622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3129.74 0.0151745 391.277 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3180.76 0.0379098 1174.46 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3169.78 0.000407964 153.35 1 1 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3098.09 4.80379e-05 44.0621 1 1 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3960 3153.01 7.21692e-06 28.6851 4.67e-07 0.001 5109 LS failed, Hessian reset
3899 3085.82 0.000724123 54.4188 1 1 4617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3130.91 0.000605973 34.9888 1 1 3737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3160.48 0.0164001 747.801 0.1544 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3981 3153.02 4.70632e-06 24.744 1.095e-07 0.001 5178 LS failed, Hessian reset
1399 3186.87 0.00561001 193.982 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3100.02 0.000453275 47.7371 1 1 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3170.59 0.00120332 65.2425 1 1 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3085.91 0.00090502 84.4703 1 1 4729
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3332 3130.94 5.29062e-06 25.0551 9.843e-08 0.001 3824 LS failed, Hessian reset
3993 3153.02 1.9842e-06 13.7633 1.28e-07 0.001 5238 LS failed, Hessian reset
3999 3153.02 1.40957e-05 28.8677 0.4384 0.4384 5244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4002 3153.03 2.01847e-06 11.9877 1.19e-07 0.001 5290 LS failed, Hessian reset
4012 3085.92 6.38353e-06 26.9171 1.001e-07 0.001 4796 LS failed, Hessian reset
1299 3190.42 0.00375103 758.61 0.1542 0.1542 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3201.03 0.0688497 1193.87 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3131.18 0.00247623 95.7906 1 1 3902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3101.2 0.00193724 220.052 0.5577 0.5577 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3172.89 0.000207842 65.0434 0.6237 0.6237 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3085.96 0.000284529 24.4645 1 1 4898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3153.09 0.0021894 25.7816 1 1 5401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3101.8 0.000138633 35.8031 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3199 0.00713003 171.443 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3173.6 0.000369568 109.204 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3205.98 0.00393468 157.511 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3485 3131.37 3.55164e-06 18.0703 1.074e-07 0.001 4045 LS failed, Hessian reset
3499 3131.39 0.00576109 279.823 1 1 4059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4138 3153.11 6.82587e-06 37.4113 1.971e-07 0.001 5508 LS failed, Hessian reset
4199 3086.02 5.25683e-05 20.2235 0.2251 1 5021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3173.94 0.00100294 67.1638 1 1 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3221.69 0.0447937 615.936 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3102.3 0.000362268 151.203 0.5341 0.5341 2463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3153.13 0.000297775 43.2642 1 1 5579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3131.61 1.3211e-05 61.6491 0.003691 1 4186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3207.69 0.0117997 258.872 1 1 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4235 3153.14 3.75496e-06 22.8405 2.368e-07 0.001 5662 LS failed, Hessian reset
1599 3225.09 0.0457377 1491.63 1 1 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3174.76 0.000752738 96.5747 1 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3102.51 0.000628094 125.371 1 1 2579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3211.43 0.0374634 679.353 1 1 2022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4289 3153.15 4.68324e-06 9.33168 0.6951 0.6951 5728
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4282 3086.1 1.246e-05 68.4664 1.935e-07 0.001 5169 LS failed, Hessian reset
3658 3131.7 8.22814e-06 32.7372 2.743e-07 0.001 4304 LS failed, Hessian reset
4299 3086.14 0.000139541 72.1508 0.8832 0.8832 5189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3131.72 2.94027e-05 45.2586 0.4792 0.4792 4351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3232.41 0.000942242 224.631 1 1 1897
2699 3176.9 0.00408677 52.1033 1 1 3024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4326 3086.15 2.82192e-05 42.946 1.157e-06 0.001 5271 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3218.84 0.00904063 542.587 0.3332 0.3332 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4348 3086.16 1.15479e-06 7.92985 1 1 5296
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 3104.72 0.0101163 225.517 1 1 2690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3131.87 0.000682297 18.0952 1 1 4469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3178.11 0.000909526 117.865 0.8039 0.8039 3139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3105.38 0.000276852 28.0291 1 1 2796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3241.55 0.0181378 79.8291 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3223.73 0.00132553 258.57 1 1 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3132.09 0.000511162 75.8326 1.299 0.1299 4581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3244.06 0.000452038 98.9041 0.3821 0.7818 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3178.83 0.000447625 67.3641 1 1 3256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3224.92 0.000626438 240.245 1 1 2367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3105.98 0.000565435 29.8368 0.5776 0.5776 2919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3941 3132.24 1.02952e-05 50.5643 2.183e-07 0.001 4668 LS failed, Hessian reset
2932 3179.11 5.53042e-06 30.1082 1.318e-07 0.001 3342 LS failed, Hessian reset
2199 3228.31 0.0515721 930.192 1 1 2478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2658 3106.69 2.11129e-05 78.0891 4.224e-07 0.001 3033 LS failed, Hessian reset
1999 3245.85 0.000796864 46.8833 0.8829 0.8829 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3996 3132.31 2.09504e-05 44.9741 1.152e-06 0.001 4782 LS failed, Hessian reset
3999 3132.31 4.38703e-05 38.0569 1 1 4786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3106.84 0.00193064 89.1542 1 1 3077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2257 3230.57 3.60266e-05 147.037 2.568e-07 0.001 2585 LS failed, Hessian reset
2985 3179.28 7.47571e-06 41.8718 1.891e-07 0.001 3450 LS failed, Hessian reset
2999 3179.3 3.70497e-05 24.0984 0.3719 0.3719 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3231.37 0.00365721 780.122 1 1 2630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4026 3132.33 1.00748e-05 40.2105 3.277e-07 0.001 4858 LS failed, Hessian reset
2099 3246.63 0.00093741 58.3212 1 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3107.21 5.71879e-05 57.4501 1 1 3191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3179.42 0.000118164 24.257 0.5054 0.5054 3581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2329 3233.26 9.48696e-06 46.5191 1.769e-07 0.001 2716 LS failed, Hessian reset
4099 3132.36 0.00289233 188.796 1 1 4940
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3247.18 0.000582034 92.6863 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3233.98 7.48332e-05 71.2668 0.6122 0.6122 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2828 3107.28 7.40664e-06 26.2472 3.896e-07 0.001 3304 LS failed, Hessian reset
3199 3180.08 0.000541799 125.797 0.5076 0.5076 3694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3132.51 0.000896866 39.8977 1 1 5059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3248.03 0.000324721 62.3552 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3107.42 8.09383e-05 31.1438 0.7105 0.7105 3386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3235.75 0.00228193 230.745 0.8098 0.8098 2900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3296 3180.61 1.31001e-05 59.0331 3.858e-07 0.001 3849 LS failed, Hessian reset
3299 3180.62 8.60133e-05 67.2972 1 1 3852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3133 0.00977782 533.344 0.3263 1 5171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3254.19 0.0270652 693.096 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3107.47 0.000132992 46.2841 1 1 3498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3237.24 0.000224904 69.8852 1 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3180.8 0.00104489 36.1605 0.4918 0.4918 3958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3133.49 0.00147436 221.289 1 1 5281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3260.13 0.00538583 601.027 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3107.59 7.11107e-05 128.61 0.5381 0.5381 3608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3238.05 0.0156461 272.196 1 1 3127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3181.06 0.000276326 63.3517 0.1274 0.9571 4084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3133.67 0.000245298 18.4254 1 1 5413
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3107.9 0.0025945 57.9864 1 1 3719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3262.04 0.000774112 74.9156 1 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2728 3238.69 1.94035e-05 94.1799 2.44e-07 0.001 3209 LS failed, Hessian reset
3599 3181.13 0.000312783 89.1772 0.9806 0.9806 4200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3133.77 6.04621e-05 16.0921 1 1 5545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3263.16 0.000853841 152.827 0.2107 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3239.2 0.000383473 79.8964 0.5132 0.5132 3293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3108.09 5.94022e-06 21.3241 1.43e-07 0.001 3876 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3181.55 0.00341097 162.398 0.5826 0.5826 4312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3133.84 0.000281302 43.4591 0.5194 0.5194 5658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3239.96 0.00174453 149.937 1 1 3401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2810.57 0.0511736 720.436 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3263.99 0.00901138 95.0139 1 1 3126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4737 3133.85 5.1153e-09 38.2906 3.157e-05 1 5731
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
3399 3108.13 0.00215767 28.298 1 1 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3758 3182.73 6.62897e-05 364.624 1.985e-07 0.001 4431 LS failed, Hessian reset
3799 3183.25 0.00222372 165.006 1 1 4476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2877.5 0.0505361 798.599 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3240.79 0.000700387 172.261 0.4541 1 3517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3460 3108.23 9.00639e-06 27.755 1.299e-07 0.001 4118 LS failed, Hessian reset
2881 3265.18 1.71182e-05 73.4384 1.039e-07 0.001 3261 LS failed, Hessian reset
2899 3265.4 0.000521185 155.464 1 1 3280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3184.02 0.000169042 24.5486 1 1 4587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3243.45 0.0019905 125.336 1 1 3627
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3108.25 0.000308335 56.2049 0.6965 0.6965 4169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2976.59 0.0075025 868.505 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3514 3108.25 1.74572e-05 11.3316 6.565e-07 0.001 4226 LS failed, Hessian reset
3999 3184.1 0.000473141 38.6673 1 1 4704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3266.96 0.000816818 65.6854 1 1 3390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3247.89 0.00201041 79.7046 1 1 3747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3009.5 0.0615639 1064.35 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3108.27 0.000188148 32.8993 1 1 4339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3184.2 3.71493e-05 36.0278 0.2918 0.7711 4830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3250.33 0.00398575 338.681 1 1 3855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3267.44 0.00275477 150.998 1 1 3499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3611 3108.27 4.2491e-06 17.6148 2.457e-07 0.001 4395 LS failed, Hessian reset
499 3044.6 0.0276899 1184.96 0.448 0.448 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3620 3108.28 1.50173e-06 8.28556 1.898e-07 0.001 4452 LS failed, Hessian reset
3621 3108.28 1.46995e-06 9.0539 1 1 4453
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 3267.71 0.000172354 102.492 0.6389 0.6389 3608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3253.03 0.000528404 88.9469 1 1 3966
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3103.18 0.0423508 649.355 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4174 3184.24 1.28938e-05 63.5383 1.865e-07 0.001 4973 LS failed, Hessian reset
4199 3184.28 2.76337e-05 52.8466 1 1 5003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3216 3267.73 3.10872e-06 18.4187 1.568e-07 0.001 3677 LS failed, Hessian reset
3499 3254.51 0.00281746 278.506 1 1 4076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3151.63 0.0383545 549.114 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4236 3184.32 7.89846e-06 22.7681 8.404e-08 0.001 5093 LS failed, Hessian reset
3299 3268.03 0.00135937 111.106 1 1 3771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3255.86 0.00047751 218.174 0.8116 0.8116 4189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3184.34 0.000335663 12.5374 1 1 5172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3171.92 0.00299258 188.697 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3269.41 0.0679703 364.283 1 1 3887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3256.34 0.00364808 79.9899 1 1 4300
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3184.43 0.00294413 83.6076 1 1 5288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3179.85 0.00595595 147.715 1 1 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3270.39 0.000568061 186.616 0.1832 1 3999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3184.98 9.20688e-05 69.3396 0.4724 0.4724 5409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2880.08 0.0153243 717.807 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3256.83 0.0182236 301.785 1 1 4420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3513 3270.52 3.30534e-05 84.0529 6.042e-07 0.001 4059 LS failed, Hessian reset
999 3195.44 0.00365859 741.843 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3270.9 0.000215547 49.1638 1 1 4158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2950.11 0.138171 1537.72 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3185.14 0.00128684 236.553 0.6597 0.6597 5540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3257.49 0.00021664 43.4478 1 1 4531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3224.49 0.0118928 807.658 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2987.11 0.0441504 863.537 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3257.78 0.00208385 91.3267 0.2596 0.2596 4648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3185.39 0.000620801 65.5643 1 1 5654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2911.59 0.0162919 356.824 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3657 3270.96 2.97376e-06 17.2662 1.338e-07 0.001 4272 LS failed, Hessian reset
1199 3242.08 0.00385909 267.414 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4711 3185.4 1.09352e-08 21.1195 4.081e-05 1 5689
Optimization terminated normally:
Convergence detected: relative change in objective function was below tolerance
3699 3271 0.000658556 69.5705 1 1 4317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3258.04 0.00109616 34.308 1 1 4767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3046.73 0.0475876 367.585 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2972.78 0.0779313 644.711 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3248.62 0.00598726 171.806 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3763 3271.18 2.28356e-05 21.9534 9.495e-07 0.001 4419 LS failed, Hessian reset
3799 3271.2 0.000104627 26.4282 1 1 4457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3258.28 0.000942372 93.4459 1 1 4882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3100.2 0.00100302 61.8184 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3255.05 0.00265299 336.709 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3102.77 0.0446114 1892.45 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3828 3271.26 2.55326e-05 80.9496 7.628e-07 0.001 4546 LS failed, Hessian reset
4299 3258.36 0.000709446 92.5934 1 1 4994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3128.15 0.00927761 310.53 0.5656 0.5656 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3264.02 0.000348713 155.57 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3271.33 0.000526253 80.3999 1.34 0.134 4631
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3132.18 0.00232001 868.454 0.2274 0.2274 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4358 3258.42 2.48407e-05 45.2161 2.073e-06 0.001 5105 LS failed, Hessian reset
699 3138.77 0.000715525 131.489 1 1 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3925 3271.35 6.14728e-06 27.8859 2.951e-07 0.001 4710 LS failed, Hessian reset
1599 3274.06 0.00069476 127.49 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3258.43 0.000590692 63.3071 1 1 5155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3149.47 0.0567976 1103.27 0.09263 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3271.4 0.000283746 99.9316 1 1 4796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3147.03 0.00524405 206.544 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3258.49 0.00167352 103.994 0.8917 0.8917 5268
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3281.21 0.00373771 392.09 0.5832 0.5832 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3189.86 0.00465974 574.898 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3154.6 0.00276605 295.602 1 1 1028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4072 3271.45 3.50493e-06 12.0834 3.52e-07 0.001 4927 LS failed, Hessian reset
4099 3271.47 0.000173873 25.0516 0.4975 0.4975 4961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3285.6 0.000253254 57.0542 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3200.08 0.00531367 128.837 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4569 3258.68 1.42969e-05 22.6127 6.635e-07 0.001 5404 LS failed, Hessian reset
4599 3258.69 0.000192239 35.3262 0.7784 0.7784 5442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3156.43 0.00358152 576.156 1 1 1140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3290.23 0.00181943 118.536 1 1 2122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3212.65 0.00519304 89.6554 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3272.37 0.00346833 369.691 0.1407 1 5073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1937 3291.31 1.09533e-05 47.4305 2.99e-07 0.001 2209 LS failed, Hessian reset
1099 3162.52 0.217758 1603.48 1 1 1255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4683 3258.71 2.05191e-05 33.7942 8.191e-07 0.001 5583 LS failed, Hessian reset
4699 3258.71 1.10113e-05 14.1476 0.7453 0.7453 5603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3292.06 0.000532693 72.5133 1 1 2278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3217.12 0.00248951 171.564 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3273.81 0.00809987 51.2417 1 1 5192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3167.79 0.00182174 223.715 0.4111 1 1364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4777 3258.73 2.21514e-06 13.0916 1.351e-07 0.001 5740 LS failed, Hessian reset
4780 3258.73 6.61688e-07 7.03727 0.4259 1 5745
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3231.47 0.00341472 675.344 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3293.29 0.00641912 195.226 1 1 2386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3274.26 0.000588608 48.6811 1 1 5301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3171.71 0.00472609 374.065 0.7288 0.7288 1484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2962.08 0.00542439 159.06 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3241.59 0.00987839 168.579 0.726 0.726 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3295.72 0.0107157 305.665 1 1 2497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3275.31 0.00302532 91.7892 0.8431 0.8431 5410
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3173.43 0.00903839 134.099 1 1 1593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3061.28 0.0772906 1565.84 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3254.42 0.00900532 122.639 0.9942 0.9942 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3296.64 0.000194783 50.1764 0.4531 0.4531 2618
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3275.64 0.000321805 63.8066 1 1 5527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3175.4 0.00866596 214.489 1 1 1707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3147.34 0.0121981 391.533 2.184 0.2184 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3259.46 0.00971474 367.572 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3297.26 0.00523989 129.282 1 1 2728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4663 3275.94 3.32645e-06 19.23 1.287e-07 0.001 5645 LS failed, Hessian reset
1599 3179.34 0.0238443 164.311 1 1 1814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3275.96 0.000128818 25.9521 1 1 5692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3263.52 0.00206481 110.431 1 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3208.69 0.0200356 188.739 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3299.4 0.00190864 335.104 1 1 2837
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4726 3275.98 3.80056e-06 13.0496 8.636e-08 0.001 5769 LS failed, Hessian reset
1699 3186.79 0.00460075 138.961 1 1 1920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4735 3275.98 4.69719e-06 25.7228 1.393e-07 0.001 5825 LS failed, Hessian reset
1499 3265.64 0.0230778 236.393 1 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3221.63 0.000580682 236.491 0.6073 0.6073 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3010.22 0.00883189 236.233 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3300.08 0.00136055 69.0792 2.031 0.2031 2953
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3188.08 0.000405719 65.2994 0.111 0.4411 2036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3276.16 0.00195385 110.43 1 1 5896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3261.29 0.00293474 283.748 0.7594 0.7594 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2664 3300.36 9.69553e-06 28.069 1.207e-07 0.001 3063 LS failed, Hessian reset
1599 3270.03 0.00266889 536.438 0.3707 0.3707 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3113.98 0.308264 1414.43 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3300.44 0.000131794 67.6333 0.8849 0.8849 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3276.55 0.000843707 130.282 1 1 6008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3188.97 0.00734184 111.054 0.8857 0.8857 2155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3271.91 0.000731978 147.538 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3268.37 0.00318766 85.9459 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3168.23 0.00875091 646.931 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3276.71 7.39113e-05 32.8194 1 1 6123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2748 3300.53 2.41901e-05 64.2373 4.66e-07 0.001 3206 LS failed, Hessian reset
1999 3191.54 0.00478861 239.01 0.7167 0.7167 2274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3285.69 0.00114968 235.28 0.4333 0.4333 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3275.79 0.0553514 723.579 1 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3300.63 7.36523e-05 26.5858 0.2324 1 3276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5043 3276.72 4.59803e-06 18.2416 3.67e-07 0.001 6232 LS failed, Hessian reset
399 3220.95 0.0130046 388.848 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2027 3195.02 7.72661e-05 192.892 4.888e-07 0.001 2352 LS failed, Hessian reset
5072 3276.73 2.20939e-06 7.73108 0.1137 0.1137 6271
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 3280.47 0.00213459 164.26 1 1 2128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3197.14 0.00421708 209.02 1 1 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3301.01 0.00248302 194.341 1 1 3385
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3317.45 0.00343068 99.8815 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3241.96 0.0132955 988.621 0.3875 0.3875 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3283.21 0.0040259 77.6227 1 1 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3329.52 0.0132975 1541.73 0.248 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3301.66 0.0295992 427.76 1 1 3498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3200.52 0.00679677 121.618 1 1 2538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3258.95 0.0614461 350.512 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3094.48 0.039987 1018.5 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3284.23 0.000728393 84.5991 0.8683 0.8683 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3346.48 0.00601126 200.172 0.4738 0.4738 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3302.16 0.00113866 109.548 1 1 3619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3274.86 0.000291229 91.2916 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3201.31 0.00335109 153.869 1 1 2652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3217.47 0.149512 2037.37 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3284.62 0.000767247 99.7868 0.3339 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3352.93 0.00410629 362.17 0.4485 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3302.61 9.03062e-05 25.933 1 1 3735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3289.45 0.00670742 201.109 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2222 3284.75 1.97369e-05 50.7041 1.716e-07 0.001 2529 LS failed, Hessian reset
2380 3203.23 7.07523e-05 203.181 3.069e-07 0.001 2784 LS failed, Hessian reset
2399 3203.46 0.00296814 72.1533 1 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3308.94 0.0155348 217.797 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3355.97 0.00266323 74.2624 1 1 1468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3251 3302.7 2.76528e-05 50.8528 5.508e-07 0.001 3843 LS failed, Hessian reset
2299 3285.02 0.00205119 45.6478 0.2543 1 2620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3310.31 0.000533533 352.624 0.8439 0.8439 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3204.65 8.90222e-05 62.5242 1 1 2925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3302.76 0.000505495 114.27 1 1 3895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2337 3285.07 1.06379e-05 22.7534 1.601e-07 0.001 2699 LS failed, Hessian reset
399 3334.34 0.0166182 549.961 0.9275 0.9275 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3362.17 0.000980541 181.803 0.8086 0.8086 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3326 3302.78 3.14277e-05 22.4647 7.336e-07 0.001 3968 LS failed, Hessian reset
2599 3205.34 0.0013023 177.626 0.3276 0.6424 3032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3285.47 0.000861422 90.8213 1 1 2769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3326.19 0.00500004 315.826 1.184 0.1184 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3374.84 0.00416494 187.92 0.9992 0.9992 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3389 3302.82 1.37001e-05 41.8258 1.184e-07 0.001 4093 LS failed, Hessian reset
1499 3372.13 0.00124044 198.897 0.9359 0.9359 1693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2670 3205.66 2.38339e-05 42.7666 1.667e-07 0.001 3149 LS failed, Hessian reset
3399 3302.84 9.06158e-05 75.7884 1 1 4105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3336.03 0.00725135 406.703 1 1 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3205.77 6.20011e-05 41.1909 1 1 3185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3287.12 0.00051566 46.3742 1 1 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3423.34 0.0490576 372.542 0.958 0.958 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3350 0.00473037 358.309 0.3377 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3376.82 0.0138792 219.061 1 1 1810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3287.54 4.15928e-05 53.7323 0.7751 0.7751 3000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3206.01 0.000827554 32.1617 1 1 3304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3302.95 0.000135106 23.1313 1 1 4222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3433.06 0.00472432 248.122 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2640 3287.57 1.31658e-05 26.9163 7.362e-07 0.001 3090 LS failed, Hessian reset
1699 3379.96 0.0122101 424.544 1 1 1920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3357.41 0.0121674 307.998 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3208.18 0.000455497 75.4272 1 1 3412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3549 3303.18 0.000104191 76.3499 8.667e-07 0.001 4324 LS failed, Hessian reset
2699 3287.67 0.00107619 211.919 0.2255 0.9463 3160
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3449.78 0.0619948 2654.04 0.2975 0.2975 884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3303.27 3.03943e-05 38.5622 0.5935 0.5935 4384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3365.22 0.0768418 2088.39 0.8751 0.8751 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3380.78 0.000172505 43.3996 1 1 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3288.39 0.00162745 105.072 0.4274 0.4274 3276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3208.79 0.000325216 46.8048 1 1 3531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1408 3366.73 5.85515e-05 168.592 4.201e-07 0.001 1612 LS failed, Hessian reset
3699 3303.37 1.40144e-05 26.497 0.7579 0.7579 4493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3466.39 0.000636783 251.162 0.4785 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3369.02 0.0012206 74.5803 1 1 1712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3383.34 0.0218333 151.041 1 1 2139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3209.06 0.000161538 69.1101 0.8422 0.8422 3650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3303.43 0.000115923 15.6033 1 1 4611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3289.3 0.00306825 89.583 1 1 3395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3469.19 0.00138868 112.344 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3385.98 0.000338689 181.312 0.07718 1 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1599 3371.37 0.00338001 594.352 0.378 1 1821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3209.3 0.000145142 48.7837 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2934 3289.56 1.69016e-05 53.7903 4.29e-07 0.001 3483 LS failed, Hessian reset
3899 3303.47 0.000122336 42.3883 0.2284 0.7825 4728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3284.04 0.00701458 610.683 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3476.48 0.0154343 441.673 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3289.93 0.000368263 34.3946 1 1 3558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3388.6 0.00203053 282.279 1 1 2370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3372.74 0.00206712 75.1126 1 1 1934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3303.5 0.000162118 14.0475 0.3381 1 4847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3209.72 0.0002842 101.955 1 1 3890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3424.67 0.00617316 306.251 0.5448 0.5448 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3030 3289.95 1.4315e-05 32.2918 1.584e-07 0.001 3647 LS failed, Hessian reset
1199 3482.27 0.00425926 224.179 1 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3389.99 0.00350627 29.9651 1 1 2482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3377.61 4.60095e-05 235.14 0.007554 1 2043
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3303.53 0.000422469 33.0278 1 1 4970
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3211.83 0.00765706 90.0842 1 1 4005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3290.03 0.000792941 29.366 1.751 0.1751 3728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3539.61 0.0243785 1045.98 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3488.53 0.0059977 257.79 0.8794 0.8794 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4157 3303.55 1.12574e-05 11.3427 0.1225 0.3809 5040
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 3390.64 0.00268038 165.537 1.005 0.1005 2596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1302 3488.54 2.58487e-05 76.745 4.298e-07 0.001 1505 LS failed, Hessian reset
3499 3212.8 0.000385332 29.0956 1 1 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3150 3290.14 1.4962e-05 35.7588 6.927e-07 0.001 3829 LS failed, Hessian reset
1899 3379.37 0.000601707 28.7345 1 1 2159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3619.45 0.00307033 413.665 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3290.19 0.000583303 80.6715 1 1 3882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3391.14 0.0127854 38.4425 1 1 2706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3489.55 0.0138799 88.1616 1 1 1611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3380.03 0.000321348 140.402 0.3173 0.3173 2281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3213.7 0.00242159 86.8739 0.9189 0.9189 4235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3290.49 0.004246 48.0008 0.6195 0.6195 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3644.25 0.0137317 688.712 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3392.32 0.00134376 116.148 1 1 2820
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3492.91 0.00012466 65.2417 0.8199 0.8199 1728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3214.11 0.000130375 15.6185 1 1 4348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3380.99 0.00269145 225.913 0.4335 0.4335 2391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3291.32 0.0014773 58.3962 1 1 4115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3393.02 0.00835087 84.9492 1.249 0.1249 2933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3669.79 0.0025052 507.604 0.712 0.712 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3495.12 0.0212695 193.776 0.931 0.0931 1843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3381.85 0.000313252 40.0991 1 1 2504
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3214.21 6.57862e-05 23.7969 0.5057 1 4481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3393.43 0.000487307 161.4 0.08499 1 3047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3293.69 0.00561456 49.9948 1 1 4225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2222 3382.09 5.09201e-05 152.987 2.184e-07 0.001 2568 LS failed, Hessian reset
699 3708.09 0.000814822 177.06 0.6955 0.6955 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3497.5 0.00409687 306.544 1 1 1955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3214.37 0.00357857 150.493 0.6168 1 4599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3294.1 0.00112187 47.0305 1 1 4344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3382.43 0.000164231 74.526 0.1536 1 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3393.7 0.000569346 42.6784 1 1 3162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3213.04 0.0366889 945.959 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3719.22 0.00377002 280.167 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2309 3382.48 9.44573e-06 27.3585 3.839e-07 0.001 2714 LS failed, Hessian reset
1799 3498.09 0.000255395 112.628 0.8249 0.8249 2067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3214.63 2.24231e-05 99.8626 0.01579 1 4719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3394.8 0.000437543 30.4578 1 1 3276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3294.29 0.000101011 43.9893 0.5355 0.5355 4461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3444.86 0.229619 7278.19 0.9725 0.9725 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3499 0.0122078 158.544 1 1 2177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3703 3294.29 1.03893e-05 27.978 1.652e-07 0.001 4515 LS failed, Hessian reset
899 3766.3 0.00030373 104.721 0.9526 0.9526 997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4031 3214.66 1.58853e-05 46.3125 1.979e-07 0.001 4796 LS failed, Hessian reset
2339 3382.51 7.79378e-06 23.709 2.127e-07 0.001 2834 LS failed, Hessian reset
2999 3395.48 0.00878648 117.877 1 1 3399 299 3650.73 0.0342141 948.129 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3731 3294.31 1.84862e-05 60.8731 2.859e-07 0.001 4589 LS failed, Hessian reset
1999 3500.19 0.000413993 54.6829 0.3447 1 2293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3382.64 0.0011256 141.414 1 1 2910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3214.67 0.000106226 14.0624 1 1 4886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3777.16 0.0016001 169.062 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3294.39 0.00212824 33.2854 0.4699 0.4699 4664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3500.68 0.000490425 116.407 0.8057 0.8057 2400
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4148 3214.69 6.78503e-06 22.7373 2.483e-07 0.001 4990 LS failed, Hessian reset
399 3699.34 0.00626008 227.851 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3384.07 0.00167242 79.9648 1 1 3018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3785.39 0.0169685 535.298 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3397.07 0.00028294 23.001 1 1 3513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3294.5 0.000159645 10.6568 1 1 4785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3214.7 0.000460637 17.0177 1 1 5062
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3397.85 5.50021e-05 75.8948 0.5761 0.5761 3622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3795.61 0.00402569 205.837 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3501.18 0.000123442 15.0412 0.605 0.605 2518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3384.65 0.0030114 43.0263 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3737.95 0.013499 252.868 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3214.98 0.000940042 42.99 0.3866 0.3866 5182
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3294.52 6.50318e-05 14.8206 0.5685 0.5685 4896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2227 3501.28 3.6012e-05 86.8505 6.872e-07 0.001 2591 LS failed, Hessian reset
1299 3803.96 0.0139241 739.194 1 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3398.36 0.000162404 25.2295 1 1 3736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4019 3294.52 6.49866e-06 22.6 2.247e-07 0.001 4966 LS failed, Hessian reset
4026 3294.52 1.86932e-06 7.52789 0.698 0.0698 4982
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 3501.48 9.23223e-05 33.2564 0.7467 0.7467 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4374 3215.17 1.03814e-05 30.8631 2.096e-07 0.001 5309 LS failed, Hessian reset
2675 3385.25 4.01554e-05 115.883 2.016e-07 0.001 3260 LS failed, Hessian reset
599 3806.07 0.0020859 479.492 0.4077 0.4077 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3385.43 0.000337593 51.538 1 1 3286
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3215.21 3.18613e-05 90.0142 0.3817 0.3817 5340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3398.68 0.000147317 29.4829 0.4981 0.4981 3852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3807.32 0.00453986 203.15 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4404 3215.21 9.95163e-06 30.9364 3.113e-07 0.001 5392 LS failed, Hessian reset
699 3838.96 0.00852273 736.695 0.4961 0.4961 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3408 3398.7 4.25509e-05 61.1301 1.297e-06 0.001 3910 LS failed, Hessian reset
2399 3501.72 0.00113233 72.4691 1 1 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3385.64 0.000507091 27.9989 0.7213 0.7213 3404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4436 3215.23 5.68867e-06 19.3405 2.451e-07 0.001 5474 LS failed, Hessian reset
1499 3809.7 0.000925456 341.641 0.6139 0.6139 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3502.57 0.00769316 83.0832 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3867.7 0.00299793 294.622 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3385.77 0.00538253 243.896 0.4801 0.4801 3519
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3398.8 0.000607187 55.0758 1 1 4023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3215.32 2.98035e-05 11.4729 1 1 5556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2516 3505.4 9.98232e-05 182.791 1.518e-06 0.001 2968 LS failed, Hessian reset
1599 3812.98 0.0551943 454.767 1 1 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3538 3398.81 1.30352e-05 34.6598 4.729e-07 0.001 4105 LS failed, Hessian reset
899 3963.95 0.0800573 1209.57 0.6379 0.6379 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3386.12 0.00447684 116.625 1 1 3635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3215.37 0.00232055 79.95 1 1 5691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3506.63 6.93898e-05 87.0841 0.5693 0.5693 3055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3815.31 0.000365106 178.02 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3573 3398.82 8.86948e-06 23.8975 6.279e-07 0.001 4202 LS failed, Hessian reset
3599 3398.83 7.83391e-05 20.8228 0.4759 1 4233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3982.95 0.00106536 215.59 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3386.49 0.000516864 43.3217 0.3827 1 3760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3640 3398.83 2.51453e-06 10.9837 0.06748 1 4280
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2699 3507.06 8.38922e-05 37.1372 1 1 3172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3215.45 7.58925e-05 21.1828 0.07927 1 5814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3816.17 0.000251019 60.4 0.5413 0.5413 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3111 3386.49 7.81157e-06 25.3008 3.376e-07 0.001 3819 LS failed, Hessian reset
1099 3986.29 0.00137682 142.505 0.5057 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2758 3507.28 3.14216e-05 95.3247 2.096e-07 0.001 3281 LS failed, Hessian reset
4765 3215.46 1.2604e-06 9.92988 1.071e-07 0.001 5950 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 3818.19 0.00518478 381.016 1 1 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3507.36 0.000298706 63.706 1 1 3331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3386.53 0.00125578 62.3724 1 1 3924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3993.81 0.0170149 777.64 1 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3819.84 0.000327672 269.923 0.01231 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3388.14 0.0302967 251.541 0.8829 0.8829 4032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2857 3507.45 6.59137e-06 21.9759 2.093e-07 0.001 3446 LS failed, Hessian reset
1299 4005.29 0.000857756 128.854 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3507.47 0.00112567 55.0039 0.2646 1 3498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3316 3388.25 1.42452e-05 46.0039 2.054e-07 0.001 4112 LS failed, Hessian reset
2099 3821.34 0.00338577 354.921 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4008.11 0.00161995 442.139 0.246 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3388.93 0.00492478 39.9335 1 1 4213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3253.12 0.0516555 970.371 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2992 3507.63 2.06789e-05 48.9622 7.404e-07 0.001 3644 LS failed, Hessian reset
2999 3507.64 8.87439e-05 35.8218 0.2004 1 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3821.8 0.00305465 290.828 1 1 2463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3451 3389.08 2.3284e-05 23.9165 1.571e-06 0.001 4324 LS failed, Hessian reset
1499 4012.96 0.0471703 2023.51 0.1817 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3523.21 0.0101419 685.56 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3507.71 0.000501557 71.1712 1 1 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3822.18 0.0128588 82.8408 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3389.14 0.00611958 80.5442 1 1 4384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4015.62 0.00104397 70.232 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3741.83 0.00101721 444.754 0.4867 0.4867 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3823.16 0.00110614 64.8611 0.7911 0.7911 2687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3527 3389.26 5.20012e-05 109.019 5.858e-07 0.001 4471 LS failed, Hessian reset
3199 3508.05 0.0805235 511.391 1 1 3883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3564 3389.32 7.72156e-06 24.9161 3.015e-07 0.001 4565 LS failed, Hessian reset
1699 4017.36 0.00535265 185.752 0.974 0.974 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3824.08 0.00066446 45.1125 0.4031 1 2796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3511.12 0.00634919 52.7206 0.5074 0.5074 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3389.34 0.000188039 53.7946 0.8254 0.8254 4614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3788.75 0.00863602 787.325 0.4883 0.4883 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3360 3511.69 9.73992e-05 41.9228 1.45e-06 0.001 4106 LS failed, Hessian reset
2599 3826.22 0.000981731 67.1625 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4019.37 0.0026777 118.666 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3511.89 0.000286379 61.0927 1 1 4153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3889.99 0.0161883 912.158 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3389.37 5.64687e-05 16.2911 1 1 4740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3826.8 0.000256675 91.4517 0.4522 0.4522 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4020.7 0.00822874 372.405 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3728 3389.38 2.09791e-05 32.9562 1.539e-06 0.001 4811 LS failed, Hessian reset
3499 3512.31 0.00654827 76.5064 1 1 4264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3966.44 0.0525517 2420.32 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3827.07 3.39218e-05 28.3762 1 1 3146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4023.88 0.028091 509.296 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3778 3389.39 1.79377e-05 16.1748 1.322e-06 0.001 4912 LS failed, Hessian reset
3799 3389.39 0.000165854 15.9624 1 1 4942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4028.22 0.0437986 1216.38 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3812 3389.39 1.48155e-07 10.1244 0.07387 0.07387 4961
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 3827.24 0.000759036 28.6965 1 1 3260
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4025.88 0.00642083 618.642 1 1 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3589 3512.94 2.11646e-05 68.7608 2.183e-07 0.001 4402 LS failed, Hessian reset
3599 3512.96 3.80827e-05 49.1551 0.6329 0.6329 4413
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4077.28 0.0063125 3725.65 0.2007 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3630 3512.99 3.62027e-05 48.8103 2.397e-06 0.001 4485 LS failed, Hessian reset
2999 3827.79 0.00993893 75.8551 1 1 3373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4026.7 0.0037593 200.839 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3513.18 6.37462e-06 23.1251 2.624e-07 0.001 4612 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4104.29 0.084253 1843.22 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3828.89 0.000592482 24.0262 1 1 3491
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4027 0.000496648 84.9344 1.461 0.1461 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3735 3513.22 3.08807e-05 19.7734 1.321e-06 0.001 4693 LS failed, Hessian reset
999 4112.47 0.00527186 1156.53 0.3812 0.3812 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4027.53 0.000112284 39.8212 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3138 3829.05 4.54187e-05 56.8778 6.946e-07 0.001 3580 LS failed, Hessian reset
3756 3513.23 8.32021e-06 30.5254 2.612e-07 0.001 4766 LS failed, Hessian reset
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3829.17 4.82665e-05 19.0747 0.6647 0.6647 3656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3769 3513.23 6.09224e-06 20.2097 4.227e-07 0.001 4817 LS failed, Hessian reset
1099 4121.1 0.00448311 687.563 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4027.97 0.00110557 153.182 1 1 2811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3513.24 4.36661e-05 43.3124 0.5447 0.5447 4858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2505 4027.98 3.46589e-06 22.0548 1.368e-07 0.001 2863 LS failed, Hessian reset
3807 3513.25 2.12408e-05 62.6763 1.811e-07 0.001 4911 LS failed, Hessian reset
99 3330.16 0.0214621 1427.57 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3829.31 7.60492e-06 33.6249 0.7315 0.7315 3778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4126.17 0.00977337 531.442 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3876 3513.32 2.69545e-05 89.6319 3.511e-07 0.001 5038 LS failed, Hessian reset
2599 4028.21 0.0010818 168.663 1 1 2976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3829.38 0.000754046 31.4008 1 1 3890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3513.38 0.000781693 77.7139 1.041 0.1041 5067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4140.13 0.00159619 456.237 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3608.82 0.0373795 762.722 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4028.31 0.000249813 44.3211 1 1 3096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4145.76 0.00926193 1063.15 0.802 0.802 1552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3829.48 0.000107728 17.1748 1 1 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3707.62 0.136466 2279.32 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3513.41 1.2907e-06 13.6413 0.1517 0.1517 5195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4012 3513.41 5.48568e-06 20.9384 2.581e-07 0.001 5255 LS failed, Hessian reset
4021 3513.41 4.34221e-07 11.1082 0.4024 0.4024 5267
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 4159.51 0.00052715 485.797 1 1 1659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4028.56 0.0161574 100.912 1.214 0.1214 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3767.72 0.0104049 718.168 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3591 3829.97 1.16749e-05 60.3379 1.468e-07 0.001 4188 LS failed, Hessian reset
3599 3830.01 0.00371628 769.486 1 1 4198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4162.12 0.0034863 258.937 1 1 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4029.71 0.000436826 124.89 0.4902 1 3326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3828.38 0.00383223 599.77 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3830.36 0.000984943 118.963 0.9069 0.9069 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4166.92 0.00177948 250.742 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2931 4029.89 6.77076e-06 30.5343 3.412e-07 0.001 3408 LS failed, Hessian reset
599 3994.37 0.0055558 1227.1 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2966 4029.92 3.59413e-06 19.802 8.816e-08 0.001 3489 LS failed, Hessian reset
1799 4169.83 0.00092187 134.087 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3830.46 4.25429e-06 15.0276 1.014e-07 0.001 4470 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4029.93 4.43544e-05 26.167 1 1 3529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4037.52 0.0294622 1042.94 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4172.46 0.000105944 68.6103 0.3189 0.3189 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3894 3830.52 3.09656e-06 15.9002 1.668e-07 0.001 4623 LS failed, Hessian reset
3899 3830.52 4.09807e-05 21.5217 1 1 4628
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4127.56 0.0127306 1061.42 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3092 4029.99 8.43287e-06 49.0017 1.95e-07 0.001 3694 LS failed, Hessian reset
3099 4030 0.000502477 112.126 1 1 3701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4174.35 0.000161199 55.484 1 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3144 4030.02 4.00285e-07 9.14149 0.03924 1 3761
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 4148.17 0.00162697 233.324 0.816 0.816 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3989 3830.59 8.98698e-06 32.3352 1.017e-07 0.001 4787 LS failed, Hessian reset
2099 4175.11 0.00466213 778.515 0.1535 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3830.62 0.000251019 45.407 1 1 4800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4168.68 0.00149473 524.289 0.2754 0.2754 1131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4181.56 0.000197467 71.0051 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4059 3830.66 1.79554e-05 21.8194 5.161e-07 0.001 4918 LS failed, Hessian reset
4099 3830.68 7.4073e-05 24.7873 1 1 4971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4182.47 0.00272273 349.512 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4186.28 0.00835829 115.37 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4107 3830.68 6.737e-06 31.4339 1.385e-07 0.001 5028 LS failed, Hessian reset
4134 3830.68 1.0556e-05 30.0574 6.533e-07 0.001 5106 LS failed, Hessian reset
1199 4191.78 0.0221146 548.205 0.9705 0.09705 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4188.4 0.00192162 183 1 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4180 3830.69 4.12916e-07 11.1612 0.2604 1 5165
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 4195.29 0.000500452 125.15 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4189.67 0.00186342 146.586 1 1 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4197.95 0.000544014 105.992 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4191.46 0.00241425 240.949 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4212.18 0.0201072 857.772 0.3703 0.3703 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4192.42 0.000542483 88.711 1 1 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4227.54 0.00385822 396.95 0.1792 0.7074 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4193.08 0.00015775 48.4074 1 1 3112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4231 0.00243954 202.694 0.2956 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4193.23 0.00126613 122.422 1 1 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4232.18 0.00188618 529.638 1 1 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4193.38 0.00116544 106.67 1 1 3344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4234.32 0.000233672 110.753 0.8159 0.8159 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4193.98 6.44284e-05 60.6156 0.3796 0.3796 3459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4235.11 0.000284659 136.228 0.226 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4194.15 0.00140375 79.4755 0.5169 1 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4235.54 0.000272812 160.352 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4194.5 0.00101688 42.5354 1 1 3689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4237.57 0.000665083 101.849 10 1 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4194.77 0.000590821 30.5512 0.5165 1 3803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4238.59 0.0311004 658.864 1 1 2577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4194.89 2.67696e-05 21.1086 1 1 3917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3516 4194.91 1.03208e-05 70.8452 6.929e-08 0.001 3984 LS failed, Hessian reset
2399 4240.24 0.0023276 74.3759 1 1 2691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4194.98 2.33774e-05 15.3312 1 1 4082
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4240.91 9.53427e-05 37.9472 1 1 2798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3628 4195 1.23115e-05 31.4793 4.914e-07 0.001 4162 LS failed, Hessian reset
2560 4241.1 6.21149e-06 50.3356 8.519e-08 0.001 2910 LS failed, Hessian reset
3667 4195.03 7.43976e-06 59.471 8.369e-08 0.001 4246 LS failed, Hessian reset
2599 4241.18 0.000151288 83.9114 0.4057 1 2955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3694 4195.04 2.00502e-06 16.9948 1.472e-07 0.001 4317 LS failed, Hessian reset
3699 4195.04 2.0667e-05 13.063 1 1 4323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3705 4195.04 7.53429e-06 36.2685 3.485e-07 0.001 4373 LS failed, Hessian reset
2699 4241.32 0.00062582 51.4766 1 1 3072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4195.06 0.00060608 72.2239 1 1 4473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4242.22 0.00469804 106.307 1.043 0.1043 3192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4195.16 0.000203928 31.1412 1 1 4589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4242.78 0.000479341 46.9995 1.409 0.1409 3302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4195.25 0.000374028 70.0303 1 1 4698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4242.95 0.000113094 113.709 1 1 3417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4195.29 2.8907e-05 32.583 1 1 4820
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4243.11 0.000313077 28.0087 1 1 3524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4195.33 0.00108828 39.8698 1 1 4935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3157 4243.2 4.74035e-06 29.6887 6.728e-08 0.001 3636 LS failed, Hessian reset
3166 4243.21 8.19161e-06 32.6776 8.491e-07 0.001 3692 LS failed, Hessian reset
4299 4195.37 0.000179077 25.126 1 1 5054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4243.23 4.57867e-05 61.7742 1 1 3728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4195.46 0.0063348 62.5562 1 1 5175
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3287 4243.29 2.97464e-06 16.7897 6.345e-08 0.001 3872 LS failed, Hessian reset
3299 4243.3 2.67787e-05 147.517 0.6089 0.6089 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4195.61 2.62529e-05 20.3958 1 1 5286
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4243.34 0.000148704 28.8137 1 1 4006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4195.65 0.000115749 50.1671 1 1 5406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3429 4243.35 4.78055e-11 10.7993 5.893e-07 1 4061
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
4699 4195.75 0.000365537 57.3438 0.5388 0.5388 5523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4708 4195.76 1.60448e-06 13.6062 1.404e-07 0.001 5578 LS failed, Hessian reset
4765 4195.79 5.28975e-06 34.4339 6.635e-08 0.001 5686 LS failed, Hessian reset
4779 4195.8 2.29268e-06 17.4771 8.736e-08 0.001 5742 LS failed, Hessian reset
4787 4195.8 3.48829e-07 8.74471 0.05522 1 5753
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fbac644f3d0>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3390.96 0.0427299 1251.45 0.4125 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3459.99 0.0194788 152.546 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3478.54 0.00236283 97.0433 1 1 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3577.59 0.0708225 2362.22 0.2815 1 466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3616.81 0.013969 416.233 0.6378 0.6378 578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3642.61 0.00883725 250.243 1 1 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3675.72 0.00919961 431.839 1 1 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3693.87 0.00307308 211.761 0.6286 0.6286 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3702.43 0.00443981 179.194 1 1 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3716.97 0.0277373 441.148 0.1465 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3725.31 0.0185955 337.577 0.9734 0.9734 1257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1139 3729.53 3.59371e-05 93.5136 5.449e-07 0.001 1349 LS failed, Hessian reset
1199 3732.63 0.0081754 214.686 1.366 0.1366 1414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3737.03 0.0024872 275.167 0.3036 1 1526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3742.11 0.00748474 84.4116 1 1 1637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3744.14 0.00083805 142.458 0.1999 0.1999 1747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3744.6 0.000451579 22.077 1 1 1855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3745.77 0.00179345 92.9946 0.3057 1 1969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3748.3 0.00835992 78.4235 1 1 2079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3749.34 0.00743196 210.85 1 1 2193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3750.55 0.00130817 72.9426 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3751.89 0.00329812 138.304 1 1 2423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3752.71 0.00124342 166.597 0.5048 0.5048 2537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3755.55 0.0114799 298.761 1 1 2648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3757.74 0.00205335 89.7917 0.2781 1 2758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3758.46 0.000492775 160.748 0.1644 1 2867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3758.91 0.000344025 72.0147 0.7931 0.7931 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3759.27 0.000247792 42.6728 1 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3759.47 0.000130095 26.9068 0.6853 0.6853 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2815 3759.48 1.45048e-05 41.3901 3.092e-07 0.001 3267 LS failed, Hessian reset
2899 3759.57 0.000668727 26.1452 1 1 3361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3760.26 0.000900177 50.2406 0.1501 1 3476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3052 3760.33 6.5757e-05 52.0379 1.134e-06 0.001 3577 LS failed, Hessian reset
3086 3760.36 3.04491e-06 10.1698 2.125e-07 0.001 3667 LS failed, Hessian reset
3099 3760.37 0.000821673 59.4252 1 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3135 3760.38 7.09428e-06 19.654 8.851e-07 0.001 3762 LS failed, Hessian reset
3199 3760.42 0.000303959 44.5573 1 1 3842
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3760.9 0.00405837 87.9298 1 1 3960
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3374 3760.96 3.75159e-06 11.726 1.989e-07 0.001 4084 LS failed, Hessian reset
3399 3760.97 0.00046928 24.2219 1 1 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3456 3761.03 4.34987e-05 48.8021 9.477e-07 0.001 4223 LS failed, Hessian reset
3499 3761.09 0.000371987 20.1615 1 1 4275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3542 3761.1 7.64067e-06 22.1799 4.962e-07 0.001 4377 LS failed, Hessian reset
3599 3761.12 0.000304544 30.4777 1.64 0.164 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3761.99 0.00483674 102.377 1 1 4563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3762.57 0.0228944 180.559 1 1 4671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3763.1 0.00341735 32.3782 1 1 4783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3763.32 0.000825432 23.3397 1 1 4894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4098 3763.71 1.77403e-05 55.3069 1.891e-07 0.001 5055 LS failed, Hessian reset
4099 3763.71 9.01131e-06 49.7958 1 1 5056
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4116 3763.73 3.18792e-06 11.2462 2.228e-07 0.001 5111 LS failed, Hessian reset
4164 3763.77 0.000123907 45.8149 9.76e-06 0.001 5210 LS failed, Hessian reset
4199 3763.79 2.45572e-05 34.2858 0.05418 1 5253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3763.83 0.000799208 39.5461 1 1 5376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4312 3763.83 4.17982e-06 15.1959 2.745e-07 0.001 5442 LS failed, Hessian reset
4340 3763.83 1.63165e-06 7.96549 0.2686 0.2686 5482
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 778.659 6.61602e-05 31.3812 0.6802 0.6802 135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 696.696 0.000194821 33.0205 0.681 0.681 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
105 696.705 4.40774e-05 50.2638 1.32e-06 0.001 175 LS failed, Hessian reset
99 431.885 0.000265848 72.8663 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
150 778.679 2.31613e-05 33.9388 7.408e-07 0.001 239 LS failed, Hessian reset
153 696.728 2.86333e-05 38.4735 9.286e-07 0.001 270 LS failed, Hessian reset
199 433.991 0.000608269 57.9801 0.9931 0.9931 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 778.683 2.14244e-06 23.4798 1 1 295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 696.735 0.000160025 40.8279 0.07315 1 325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
222 778.683 6.77299e-06 26.721 2.505e-07 0.001 356 LS failed, Hessian reset
200 696.737 0.000127011 57.5459 3.111e-06 0.001 362 LS failed, Hessian reset
299 434.254 2.83111e-05 23.4969 0.7535 0.7535 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
274 778.684 1.46033e-07 22.9649 0.4107 1 413
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 508.694 0.00295783 92.2528 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 434.295 2.14233e-05 26.0501 1 1 473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
288 696.746 6.5456e-06 23.1602 3.18e-07 0.001 509 LS failed, Hessian reset
499 434.319 0.000753004 25.3742 1 1 586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
501 434.319 3.85937e-05 52.2965 1.433e-06 0.001 625 LS failed, Hessian reset
299 696.746 1.3853e-06 21.8997 1 1 521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 509.964 0.010008 60.542 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
540 434.323 9.3723e-06 20.4347 3.877e-07 0.001 711 LS failed, Hessian reset
572 434.323 5.40787e-08 22.0531 0.3852 1 754 321 696.746 1.18473e-07 22.0902 0.2133 0.9927 550
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 510.566 0.000764911 60.0384 0.3747 1 358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 511.368 9.06107e-05 48.4155 1 1 468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 511.522 0.000121357 40.4999 1 1 587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 616.791 0.000192811 26.8955 0.9203 0.9203 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
576 511.593 1.94939e-05 36.1167 5.732e-07 0.001 716 LS failed, Hessian reset
599 511.623 2.5495e-05 22.2046 1 1 745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
647 511.625 5.77815e-08 19.8981 0.275 1 803
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
176 616.852 7.44654e-05 56.5152 1.666e-06 0.001 247 LS failed, Hessian reset
199 616.857 1.31676e-05 22.7438 1 1 272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 616.87 0.00215876 42.3587 1 1 393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 617.117 1.19156e-06 22.6995 0.7962 0.7962 511
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 578.253 0.00776119 129.808 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 579.121 0.0013518 65.1293 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 920.052 0.000943751 32.8255 1 1 141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
421 617.132 8.09978e-05 73.7814 1.206e-06 0.001 587 LS failed, Hessian reset
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
465 617.138 6.61673e-06 24.0682 2.464e-07 0.001 673 LS failed, Hessian reset
299 580.213 0.000835586 64.417 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
489 617.139 6.7281e-08 23.8561 0.6713 0.6713 704
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 920.118 0.000103453 26.6841 0.4798 1 261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 852.658 0.00027409 21.8756 0.3499 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
359 580.534 5.12835e-05 82.9972 6.261e-07 0.001 461 LS failed, Hessian reset
399 580.888 0.000261821 48.1151 2.463 0.2463 511
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
287 920.126 4.65191e-08 21.164 0.2405 1 364
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 581.201 0.00210468 102.769 0.1622 1 628
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
192 852.792 3.098e-05 47.4774 8.532e-07 0.001 282 LS failed, Hessian reset
199 852.816 0.000162347 46.1936 0.4309 1 291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 582.254 0.00040809 53.9051 0.7452 0.7452 745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 582.546 3.00543e-05 52.5563 0.5888 0.5888 856
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
293 852.952 3.60088e-05 53.4453 6.367e-07 0.001 449 LS failed, Hessian reset
299 852.966 0.00025946 71.6636 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 583.776 0.0130126 130.067 0.7133 0.1716 969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 853.039 4.24914e-05 31.5107 0.4229 0.4229 579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
431 853.044 1.40041e-07 20.422 0.2759 1 621
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 584.238 5.22072e-05 28.251 0.7712 0.7712 1083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
947 584.34 8.99093e-05 116.013 7.266e-07 0.001 1188 LS failed, Hessian reset
999 584.435 4.07896e-06 23.7822 0.5004 0.5004 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1044 584.437 9.3616e-08 21.6354 1 1 1303
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 957.191 0.00154075 44.0919 1 1 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
129 957.509 1.4932e-05 22.9855 5.647e-07 0.001 209 LS failed, Hessian reset
199 957.984 0.000468127 23.6473 1 1 296
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
290 959.025 7.4996e-05 43.1014 2.63e-06 0.001 454 LS failed, Hessian reset
299 959.052 0.00464571 134.688 1 1 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 999.817 0.00711803 117.626 0.9892 0.9892 127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
354 959.221 1.96339e-05 33.6292 4.764e-07 0.001 566 LS failed, Hessian reset
199 1006.68 0.0068108 80.5503 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
368 959.293 1.12167e-05 19.2336 5.206e-07 0.001 629 LS failed, Hessian reset
99 1055.46 0.0117928 702.143 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 959.356 0.00320732 99.5931 0.4782 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1010 0.00635992 89.629 4.518 0.4518 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1063.57 0.00327604 28.8446 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
457 959.483 2.23548e-05 36.6526 6.321e-07 0.001 786 LS failed, Hessian reset
499 959.59 0.000546205 36.6103 0.7939 0.7939 834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1011.56 0.00030827 117.77 0.3183 0.3183 480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1069.23 0.0544023 1431.84 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
513 959.672 5.08085e-05 74.8378 4.499e-07 0.001 901 LS failed, Hessian reset
299 1069.32 0.00535451 80.4794 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1108.77 0.00190276 37.0565 1.674 0.1674 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
544 959.813 2.02577e-05 28.5615 8.265e-07 0.001 979 LS failed, Hessian reset
499 1012.43 0.0657159 234.384 0.8953 0.8953 594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1072.16 0.0229034 686.488 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1110.41 0.00253272 132.351 0.8619 0.8619 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1129.73 0.0031094 136.497 0.7298 0.7298 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 959.874 0.000570797 32.6604 1 1 1056
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1209.78 0.0198853 235.486 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
547 1013.7 2.5246e-05 36.5215 9.696e-07 0.001 699 LS failed, Hessian reset
99 1178.03 0.109643 1778.77 0.3693 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1015.16 0.000435255 63.1031 0.4781 0.4781 760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1074.73 0.000188638 33.4997 1 1 579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1153 0.00528502 605.958 0.3307 0.3307 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
637 959.958 1.56355e-05 16.4885 3.019e-07 0.001 1146 LS failed, Hessian reset
199 1267.21 0.00515904 377.965 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1016.22 0.000739045 114.938 0.5983 0.5983 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1200.32 0.0176672 85.4566 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 960.06 0.000225087 39.4874 0.4009 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
368 1111.26 2.77398e-05 38.3871 7.961e-07 0.001 476 LS failed, Hessian reset
597 1075.25 1.68619e-05 31.3549 3.504e-07 0.001 743 LS failed, Hessian reset
599 1075.25 5.44843e-05 24.4276 1 1 745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1111.92 0.0107615 536.019 1 1 510
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
273 1161.68 4.86611e-05 94.8443 3.488e-07 0.001 353 LS failed, Hessian reset
739 960.184 1.86024e-05 30.7574 5.649e-07 0.001 1311 LS failed, Hessian reset
611 1075.27 1.28639e-05 22.7217 8.542e-07 0.001 810 LS failed, Hessian reset
299 1163.48 0.0151503 187.08 0.5827 1 383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1277.75 0.00216066 161.77 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
425 1112.77 1.92522e-05 37.2596 4.948e-07 0.001 583 LS failed, Hessian reset
779 1016.4 4.74558e-05 60.9865 1.005e-06 0.001 1049 LS failed, Hessian reset
299 1208.49 0.000406477 233.911 0.6466 0.6466 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 960.262 0.000208596 19.2429 0.5959 0.5959 1385
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1016.51 0.00188493 220.757 1 1 1074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1113.98 0.000841521 38.8618 0.3516 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
659 1075.35 3.13408e-05 39.2735 1.81e-06 0.001 908 LS failed, Hessian reset
335 1164.06 1.26553e-05 26.0697 3.285e-07 0.001 489 LS failed, Hessian reset
899 1016.65 0.00839588 94.0207 1 1 1187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
665 1075.36 2.37222e-05 14.0492 2.86e-06 0.001 956 LS failed, Hessian reset
399 1211.82 0.00619488 84.6456 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
863 960.328 1.75864e-05 31.3992 5.085e-07 0.001 1521 LS failed, Hessian reset
543 1114.39 3.55857e-05 66.2316 3.708e-07 0.001 761 LS failed, Hessian reset
399 1166.6 0.00462227 78.2914 1 1 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1075.4 8.60432e-05 15.8807 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 960.364 0.00130239 42.0955 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
572 1114.52 8.98709e-06 18.0541 6.756e-07 0.001 837 LS failed, Hessian reset
499 1213.76 0.0121617 70.5514 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1280.62 0.00162008 317.436 0.8669 0.8669 471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
701 1075.4 1.23268e-05 19.9338 6.998e-07 0.001 1041 LS failed, Hessian reset
988 1016.74 7.32346e-05 33.9545 3.236e-06 0.001 1335 LS failed, Hessian reset
599 1114.57 0.000213891 23.1026 1 1 869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1016.74 1.36769e-06 15.9652 0.3089 0.3089 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 960.411 2.61527e-05 13.0749 0.5901 0.5901 1686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1217.22 0.0113318 39.9878 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
769 1075.86 0.000197037 251.39 2.647e-07 0.001 1156 LS failed, Hessian reset
473 1167.69 7.22769e-05 122.118 2.759e-07 0.001 713 LS failed, Hessian reset
1014 960.44 2.56091e-05 39.8176 8.726e-07 0.001 1760 LS failed, Hessian reset
499 1288.52 0.00356536 107.808 1 1 583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1168.03 0.00147333 130.201 1 1 741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1076.15 0.00090639 49.6411 1 1 1188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
647 1115.38 2.01516e-05 40.3431 6.178e-07 0.001 975 LS failed, Hessian reset
99 1285.18 0.0180789 144.49 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 960.508 1.47213e-05 15.1246 2.767 0.2767 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1016.87 0.00328001 35.1535 1 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
872 1076.3 2.79382e-05 31.2323 1.54e-06 0.001 1315 LS failed, Hessian reset
899 1076.32 0.000140276 31.3516 1 1 1348
1123 960.512 5.56044e-05 30.2784 2.935e-06 0.001 1926 LS failed, Hessian reset
1140 1016.94 5.09054e-05 60.7266 9.892e-07 0.001 1554 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
697 1223.52 3.39424e-05 64.0577 2.757e-07 0.001 832 LS failed, Hessian reset
699 1223.52 8.84972e-05 23.5059 1 1 834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
672 1116.14 8.04497e-06 11.9575 2.674e-07 0.001 1087 LS failed, Hessian reset
699 1116.27 0.00334516 110.999 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
906 1076.32 9.81367e-06 15.625 6.491e-07 0.001 1397 LS failed, Hessian reset
724 1224.13 0.00010085 71.8708 1.341e-06 0.001 902 LS failed, Hessian reset
599 1169.43 0.000302295 11.4277 1 1 858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
586 1289.93 2.06399e-05 37.4882 2.511e-07 0.001 735 LS failed, Hessian reset
1199 1016.96 2.56024e-05 18.9036 1 1 1626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 960.554 0.00062551 54.0669 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1311.97 0.0039219 589.569 0.4384 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1290.06 0.00100887 130.622 1 1 751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1228 960.62 5.66321e-05 91.0986 4.897e-07 0.001 2088 LS failed, Hessian reset
1227 1016.97 9.29622e-05 69.3507 3.815e-06 0.001 1690 LS failed, Hessian reset
799 1225.57 0.00014612 109.919 0.06139 0.06139 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
659 1169.91 1.43067e-05 29.0562 3.584e-07 0.001 966 LS failed, Hessian reset
982 1076.46 4.41692e-05 46.4914 1.348e-06 0.001 1535 LS failed, Hessian reset
999 1076.57 0.000354325 80.5497 0.6304 0.6304 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1016.97 1.55898e-05 23.4002 0.2554 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
796 1116.57 1.39166e-05 24.8022 3.126e-07 0.001 1277 LS failed, Hessian reset
799 1116.57 1.4201e-05 8.4134 1 1 1280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1291.61 0.00123914 46.7953 0.3513 1 872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
826 1225.92 8.25457e-06 18.8199 3.421e-07 0.001 1063 LS failed, Hessian reset
1299 960.711 4.94607e-05 24.0147 0.454 0.454 2182
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1330.86 0.00250059 314.094 0.6642 0.6642 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1313 1016.99 3.22049e-05 53.2947 4.059e-07 0.001 1885 LS failed, Hessian reset
699 1170.12 0.000537182 37.7072 0.8733 0.8733 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1226.12 0.000866789 52.2446 1 1 1150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
708 1170.4 1.86914e-05 39.1176 5.846e-07 0.001 1071 LS failed, Hessian reset
724 1291.72 0.000160224 83.7027 9.776e-06 0.001 943 LS failed, Hessian reset
899 1116.7 0.000172595 21.0656 1 1 1403
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1346 960.744 6.01019e-05 70.1749 1.198e-06 0.001 2294 LS failed, Hessian reset
399 1337.55 0.0123284 187.556 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
727 1170.73 2.07646e-05 38.8902 5.725e-07 0.001 1132 LS failed, Hessian reset
1099 1076.61 3.93403e-05 29.4612 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
755 1291.86 1.37215e-05 21.0017 2.257e-07 0.001 1024 LS failed, Hessian reset
1399 960.764 2.18264e-06 13.5021 1 1 2362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
913 1226.28 1.3785e-05 27.1035 2.922e-07 0.001 1225 LS failed, Hessian reset
1386 1017.01 5.24225e-06 18.2731 2.321e-07 0.001 2013 LS failed, Hessian reset
1397 1017.01 4.51443e-07 18.5351 1 1 2030
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1104 1076.63 3.44123e-05 64.32 3.983e-07 0.001 1735 LS failed, Hessian reset
999 1117 0.00247915 85.416 0.3268 0.9891 1534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1341.74 0.000700906 70.9718 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1292.04 0.00569545 171.45 1 1 1072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
795 1171.41 3.78199e-05 64.0753 7.721e-07 0.001 1286 LS failed, Hessian reset
799 1171.42 0.000133579 37.1772 1 1 1290
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1226.6 0.0250557 99.3237 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1478 960.824 3.36412e-05 56.2104 4.74e-07 0.001 2511 LS failed, Hessian reset
1499 960.86 0.000719195 37.779 0.3295 1 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
833 1292.63 1.31202e-05 29.7646 3.182e-07 0.001 1158 LS failed, Hessian reset
1099 1117.08 3.17932e-05 47.8179 0.3556 0.3556 1647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
847 1171.76 3.27323e-05 58.5333 2.97e-07 0.001 1397 LS failed, Hessian reset
599 1343.7 0.00330861 65.7799 1 1 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
850 1293.05 1.5473e-05 31.5414 5.056e-07 0.001 1222 LS failed, Hessian reset
1559 960.909 3.62617e-05 14.9336 2.154e-06 0.001 2647 LS failed, Hessian reset
1199 1076.68 3.61792e-05 26.0312 0.05852 1 1854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1172.27 0.00160867 255.289 0.4629 0.4629 1464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1021 1226.83 5.97562e-05 130.457 3.836e-07 0.001 1452 LS failed, Hessian reset
1594 960.91 3.73754e-06 10.3695 2.505e-07 0.001 2729 LS failed, Hessian reset
1599 960.91 1.73731e-06 12.7784 3.259 0.6935 2737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1293.23 0.000755515 126.139 1 1 1285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1613 960.91 4.96217e-07 13.9512 0.06506 0.2018 2753
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
941 1172.47 2.78928e-05 53.1412 3.423e-07 0.001 1559 LS failed, Hessian reset
1137 1117.09 7.0048e-06 14.3534 3.308e-07 0.001 1736 LS failed, Hessian reset
699 1348.14 0.000583495 65.5201 0.5606 0.5606 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1172.77 0.000293303 59.5513 1 1 1626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1228.29 0.00356049 83.1273 0.2426 1 1545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1076.8 0.000124497 30.9286 0.7878 0.07878 1983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1293.51 0.000919247 68.9227 1 1 1416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1012 1172.8 4.57479e-05 93.0091 3.129e-07 0.001 1683 LS failed, Hessian reset
1316 1076.82 1.47543e-05 16.6266 2.556e-07 0.001 2039 LS failed, Hessian reset
1198 1117.22 6.43498e-05 69.0906 1.445e-06 0.001 1849 LS failed, Hessian reset
1199 1117.22 5.42365e-05 35.2503 1 1 1850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1351.4 0.000182344 40.3086 0.3254 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1228.66 0.000661907 75.9516 1.728 0.1728 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1240 1117.29 1.66558e-05 25.6602 2.633e-07 0.001 1952 LS failed, Hessian reset
1368 1076.84 1.46975e-05 31.1097 5.818e-07 0.001 2151 LS failed, Hessian reset
1070 1173.19 1.62216e-05 31.0405 8.792e-07 0.001 1797 LS failed, Hessian reset
1099 1294.01 0.000226223 52.0482 0.7365 0.7365 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1076.85 3.23837e-05 20.9633 0.9508 0.9508 2195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1173.26 0.000772428 48.4684 0.8828 0.8828 1838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1117.31 0.000196977 32.917 0.174 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1113 1173.37 2.73259e-05 53.2681 3.169e-07 0.001 1897 LS failed, Hessian reset
1448 1076.94 6.4919e-05 114.913 4.475e-07 0.001 2292 LS failed, Hessian reset
899 1352.21 0.00710455 92.4408 1 1 1035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1077 0.000113597 22.6619 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1171 1294.16 7.48028e-06 17.7613 2.681e-07 0.001 1674 LS failed, Hessian reset
1299 1228.8 0.00105912 52.695 1 1 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1294.19 0.000712626 62.7326 1 1 1709
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1173.69 0.000921807 82.884 0.7132 0.7132 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1340 1117.48 1.18312e-05 24.2073 3.676e-07 0.001 2123 LS failed, Hessian reset
907 1352.26 5.91798e-05 24.8958 2.609e-06 0.001 1116 LS failed, Hessian reset
1599 1077.07 0.00125889 21.3293 1 1 2471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1365 1117.59 1.0912e-05 22.1101 4.951e-07 0.001 2190 LS failed, Hessian reset
1367 1229.08 9.25332e-05 145.008 8.321e-07 0.001 1941 LS failed, Hessian reset
1299 1294.93 0.000873117 55.8996 0.6855 0.6855 1831
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1352.68 0.00500417 75.4145 1 1 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1229.53 0.000241447 41.5251 1 1 1977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1259 1174.41 2.98263e-05 40.8122 7.554e-07 0.001 2122 LS failed, Hessian reset
1387 1117.62 1.11544e-05 21.2879 3.177e-07 0.001 2252 LS failed, Hessian reset
1627 1077.23 3.14832e-05 41.6473 2.772e-07 0.001 2550 LS failed, Hessian reset
1010 1352.71 0.00010643 51.2302 3.583e-06 0.001 1271 LS failed, Hessian reset
1399 1117.63 3.36338e-05 10.6058 1 1 2267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1174.55 0.000786994 62.9189 1 1 2168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1296.45 0.00333238 162.98 1 1 1943
1404 1229.56 7.66015e-05 58.3299 1.104e-06 0.001 2021 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1423 1117.64 3.47646e-05 54.1745 7.296e-07 0.001 2332 LS failed, Hessian reset
1683 1077.74 1.60488e-05 26.6801 2.978e-07 0.001 2664 LS failed, Hessian reset
1352 1174.66 1.89105e-05 40.1503 5.401e-07 0.001 2293 LS failed, Hessian reset
1099 1353.61 0.00136126 435.965 0.3098 0.9477 1375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1077.75 5.65753e-05 14.2915 1 1 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1453 1117.65 5.1443e-05 28.3817 2.216e-06 0.001 2417 LS failed, Hessian reset
1713 1077.77 0.00010515 34.0335 5.807e-06 0.001 2744 LS failed, Hessian reset
1457 1297.16 2.45916e-05 50.6485 7.843e-07 0.001 2053 LS failed, Hessian reset
1399 1174.81 0.00182575 66.484 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1471 1117.65 4.11033e-09 8.91481 3.644e-05 0.3535 2446
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
1499 1229.88 1.00367e-05 19.2718 0.4982 0.4982 2142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1772 1077.83 1.46037e-05 28.5949 3.937e-07 0.001 2851 LS failed, Hessian reset
1785 1077.84 1.53468e-05 29.1713 5.251e-07 0.001 2903 LS failed, Hessian reset
1199 1355.1 0.000631817 51.5096 0.8882 0.8882 1490
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1175.48 0.00204952 86.1773 0.522 1 2484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1297.27 0.000657505 96.7206 0.1331 1 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1202 1355.11 2.43268e-05 61.1997 3.373e-07 0.001 1536 LS failed, Hessian reset
1799 1077.84 2.68843e-05 18.9281 1 1 2923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1575 1229.95 4.41983e-05 87.0114 6.077e-07 0.001 2270 LS failed, Hessian reset
1599 1230 5.97943e-05 48.958 0.5076 0.5076 2298
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1572 1176.43 9.84954e-05 29.1162 3.246e-06 0.001 2603 LS failed, Hessian reset
1844 1077.86 1.4757e-05 22.7403 2.815e-07 0.001 3043 LS failed, Hessian reset
1592 1176.85 2.55033e-05 36.1356 2.44e-07 0.001 2672 LS failed, Hessian reset
1584 1297.45 4.09574e-05 31.6153 2.425e-06 0.001 2251 LS failed, Hessian reset
1599 1297.45 8.18735e-05 17.3652 1 1 2268
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1176.93 0.00474551 247.893 0.4704 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1853 1077.87 1.11076e-05 19.0421 8.51e-07 0.001 3108 LS failed, Hessian reset
1299 1355.33 0.000175141 46.952 0.3575 1 1659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1678 1230.29 2.39843e-05 43.9409 6.76e-07 0.001 2458 LS failed, Hessian reset
1894 1077.88 1.44226e-05 21.5038 2.699e-07 0.001 3197 LS failed, Hessian reset
1899 1077.88 3.64114e-05 14.1954 1 1 3202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1230.49 0.0025511 92.4084 0.478 0.478 2481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1297.63 0.0111872 72.2644 1 1 2386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1177.67 7.1354e-05 111.08 0.1056 0.1056 2802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1730 1230.72 1.4474e-05 25.9532 2.491e-07 0.001 2562 LS failed, Hessian reset
1999 1077.94 5.05726e-05 18.7189 0.2433 1 3330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1388 1355.74 3.95418e-05 55.6964 1.14e-06 0.001 1803 LS failed, Hessian reset
1702 1297.65 4.12757e-05 96.8408 3.883e-07 0.001 2480 LS failed, Hessian reset
1399 1355.77 0.000356455 60.0702 1 1 1815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2059 1077.97 1.19773e-05 24.3892 4.449e-07 0.001 3435 LS failed, Hessian reset
1772 1230.82 3.49824e-05 37.6954 1.522e-06 0.001 2657 LS failed, Hessian reset
1799 1230.83 0.000121621 40.3647 1 1 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1177.85 0.000385961 58.6595 0.327 0.5762 2922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1077.99 1.63641e-05 8.28363 0.6128 0.6128 3487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1465 1355.85 1.43433e-05 36.5139 4.237e-07 0.001 1937 LS failed, Hessian reset
1499 1355.87 0.000367867 33.1073 1 1 1983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2132 1077.99 3.89619e-05 26.2156 2.675e-06 0.001 3569 LS failed, Hessian reset
1799 1297.8 0.000126314 20.9855 1 1 2605
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2148 1077.99 3.65979e-07 14.8665 0.02466 1 3591
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1833 1297.83 3.03993e-05 69.8247 2.787e-07 0.001 2682 LS failed, Hessian reset
1899 1178.11 9.71939e-05 16.1612 0.2903 1 3047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1869 1230.9 2.16214e-05 48.3415 4.412e-07 0.001 2828 LS failed, Hessian reset
1899 1230.91 7.17238e-06 18.4978 1 1 2862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1914 1230.91 5.68894e-06 18.6526 2.973e-07 0.001 2917 LS failed, Hessian reset
1599 1356.3 0.000127372 27.7231 0.2488 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1936 1230.91 1.18462e-07 18.2239 0.1053 0.3007 2946
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1883 1297.86 4.94357e-06 20.2339 2.379e-07 0.001 2780 LS failed, Hessian reset
1899 1297.86 8.60923e-07 19.9137 0.3146 1 2802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1178.25 0.00127856 77.1277 0.4775 1 3162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1613 1356.33 0.000358387 91.2099 2.1e-05 0.001 2153 LS failed, Hessian reset
2004 1178.62 0.00011362 155.74 2.394e-07 0.001 3210 LS failed, Hessian reset
1944 1297.88 6.8797e-05 117.261 7.2e-07 0.001 2889 LS failed, Hessian reset
2025 1178.88 3.95788e-05 58.9272 8.497e-07 0.001 3271 LS failed, Hessian reset
1999 1297.91 0.00096421 27.9325 1 1 2953
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1356.51 7.96394e-05 45.3861 0.5703 0.5703 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1179.08 0.000390675 47.085 1 1 3362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2027 1297.91 1.33019e-05 28.0878 8.347e-07 0.001 3029 LS failed, Hessian reset
2056 1297.91 5.53468e-07 19.2668 0.3702 1 3067
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1356.62 1.45686e-06 21.1045 0.06568 1 2387
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1179.26 0.000109986 27.9872 1 1 3484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2212 1179.28 6.34511e-05 36.8632 1.789e-06 0.001 3532 LS failed, Hessian reset
1899 1356.84 4.25598e-05 18.6071 1 1 2518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1179.56 0.117436 316.749 0.3018 1 3633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2300 1179.58 0.000107355 218.154 3.389e-07 0.001 3677 LS failed, Hessian reset
1976 1356.93 7.23088e-05 43.9089 2.642e-06 0.001 2646 LS failed, Hessian reset
2399 1180.11 0.000111122 29.2024 0.1679 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1356.96 0.000189171 77.3319 1 1 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1180.23 9.58306e-06 11.7286 0.3142 1 3915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1357 3.57302e-05 24.7245 1 1 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2552 1180.27 2.62679e-05 53.6653 5.125e-07 0.001 4038 LS failed, Hessian reset
2160 1357.01 5.46559e-06 20.6954 2.413e-07 0.001 2919 LS failed, Hessian reset
2170 1357.01 2.60939e-07 14.5195 0.1969 1 2934
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2590 1180.3 1.84878e-05 38.6219 6.214e-07 0.001 4127 LS failed, Hessian reset
2599 1180.3 1.62746e-05 23.0377 0.6562 0.6562 4137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2619 1180.3 4.83069e-05 25.0053 2.039e-06 0.001 4206 LS failed, Hessian reset
2648 1180.3 5.04207e-07 17.6289 0.2997 1 4245
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1315.76 0.00167385 151.661 0.4102 0.4102 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1354.8 0.0297952 528.871 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1373.37 0.00149748 123.662 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1350.94 0.127269 889.434 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1381.8 0.00708543 301.548 0.3045 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1397.45 0.0148167 370.144 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1386.63 0.0472442 277.569 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1409.3 0.0212995 242.661 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1393.64 0.0105156 146.325 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1418.96 0.0226878 237.032 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1400.3 0.00657439 74.8209 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1428.83 0.000708933 74.069 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1381.07 0.0103607 206.196 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1401.48 0.00116263 57.8236 0.7631 0.7631 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1433.37 0.00593595 318.665 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1418.4 0.0139072 145.905 1 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
889 1402.7 7.52694e-05 42.5649 3.272e-06 0.001 1021 LS failed, Hessian reset
899 1402.73 0.00123871 123.044 1 1 1032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
652 1434.91 6.57515e-05 87.9491 1.745e-06 0.001 787 LS failed, Hessian reset
699 1435.79 0.000455761 60.524 0.6022 0.6022 846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1442.41 0.000615499 118.195 0.3987 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1404.03 0.0048814 44.9464 1 1 1156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
722 1437.83 2.09771e-05 45.77 2.937e-07 0.001 922 LS failed, Hessian reset
399 1457.82 0.0119734 186.998 1 1 438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1068 1404.49 2.0594e-05 36.9342 7.317e-07 0.001 1281 LS failed, Hessian reset
799 1438.75 0.00052722 45.7004 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1404.6 0.00125696 62.8195 1 1 1320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
841 1439.25 2.16698e-05 41.5909 2.618e-07 0.001 1102 LS failed, Hessian reset
499 1466.05 0.000571285 46.1842 2.109 0.2109 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1415.96 0.00695553 307.644 0.2494 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1439.55 0.000192424 41.4184 1 1 1169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1137 1404.86 1.25904e-05 31.9552 3.955e-07 0.001 1419 LS failed, Hessian reset
99 1437.28 0.0128097 633.92 0.6362 0.6362 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1405.29 0.000674515 127.096 0.8304 0.08304 1493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1467.5 0.000748093 51.4697 0.1474 0.9924 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1513.53 0.00498255 1241.04 0.06544 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1455.01 0.0271296 692.486 0.4761 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1227 1405.34 8.28843e-06 21.5647 3.977e-07 0.001 1565 LS failed, Hessian reset
999 1439.79 4.0184e-05 18.6354 2.014e-06 0.001 1332 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
600 1467.51 0.000179483 111.593 3.487e-06 0.001 711 LS failed, Hessian reset
1299 1405.78 0.00201963 135.704 0.7198 0.7198 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1529.36 0.0117336 389.655 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1468.44 0.000150575 60.4806 1 1 823
1099 1441.44 0.000382169 77.5704 0.3987 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1476.87 0.00469811 254.2 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1325 1406.44 1.2176e-05 29.2057 2.632e-07 0.001 1736 LS failed, Hessian reset
99 1531.3 0.00213029 206.594 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1543.74 0.00778284 183.945 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1123 1441.51 1.55945e-05 37.5913 3.365e-07 0.001 1523 LS failed, Hessian reset
799 1473.41 0.0164158 139.583 1 1 938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1509.68 0.000949231 56.0851 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1139 1441.55 1.5116e-05 30.4847 7.156e-07 0.001 1588 LS failed, Hessian reset
1395 1406.93 8.51203e-06 21.254 2.723e-07 0.001 1865 LS failed, Hessian reset
1399 1406.96 0.00557925 158.618 1 1 1870
199 1583.03 0.0044973 465.053 0.234 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1548.98 0.0181343 343.98 0.3823 0.3823 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1441.64 5.25615e-05 22.5392 1 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1516.06 0.00923527 158.065 0.9397 0.9397 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
892 1477.63 4.5175e-05 108.98 3.758e-07 0.001 1092 LS failed, Hessian reset
899 1477.71 0.000299921 61.4627 0.9435 0.9435 1099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1451 1407.13 4.56993e-05 18.0413 1.21e-06 0.001 1963 LS failed, Hessian reset
1299 1444.4 0.00592832 69.802 1 1 1781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1407.23 7.19978e-05 31.6965 1 1 2025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1609.15 0.00529089 525.045 0.4726 0.4726 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1519.98 0.0109404 376.517 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1560.41 0.0161181 235.255 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1445.48 0.00631605 139.768 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1481.71 0.00532571 97.1136 1.681 0.01681 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1643.51 0.0034576 111.215 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1579 1407.98 2.75401e-05 57.3972 2.494e-07 0.001 2166 LS failed, Hessian reset
699 1525.66 0.00620672 296.452 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1591 1408.04 5.06698e-05 82.6155 1.064e-06 0.001 2221 LS failed, Hessian reset
1599 1408.05 0.000241003 21.2377 1 1 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1447.67 0.000759655 72.0274 0.474 0.474 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1569.46 0.00138209 161.368 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1080 1482.91 4.5201e-05 65.2313 1.026e-06 0.001 1345 LS failed, Hessian reset
1645 1408.18 1.84247e-05 38.3434 6.449e-07 0.001 2333 LS failed, Hessian reset
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1483.21 0.000376142 31.1954 1 1 1364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1658.4 0.010027 216.607 0.8017 0.8017 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1529.19 0.0023733 31.6241 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1688 1408.29 1.23669e-05 25.8061 2.352e-07 0.001 2432 LS failed, Hessian reset
1699 1408.3 0.000169271 33.4256 1 1 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1571.85 0.00103948 125.293 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1585 1448.1 2.66873e-05 55.9846 5.329e-07 0.001 2152 LS failed, Hessian reset
1599 1448.12 0.00150044 277.81 1 1 2166
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1530.25 0.00549188 323.141 1 1 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1661.24 0.0215109 407.531 1 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1596.34 0.014398 496.415 0.573 0.0573 130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1715 1408.32 2.52857e-05 50.2048 7.507e-07 0.001 2502 LS failed, Hessian reset
1199 1483.66 0.000953506 41.9776 0.2332 0.4805 1475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1408.95 0.0083052 267.652 1 1 2601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1653.45 0.115807 1231.23 1 1 241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1572.79 8.06141e-05 32.6226 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1662 1448.25 5.81933e-05 83.147 9.877e-07 0.001 2288 LS failed, Hessian reset
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1484.49 0.00397275 57.6811 1 1 1597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1836 1409.68 3.89235e-05 55.5662 1.121e-06 0.001 2690 LS failed, Hessian reset
1699 1448.28 1.01662e-05 19.8476 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1533.14 0.00382212 666.059 0.2595 0.2595 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1663.12 0.000774991 292.104 0.2055 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1306 1484.53 1.64662e-05 37.1904 6.142e-07 0.001 1647 LS failed, Hessian reset
999 1577.16 0.00323029 94.0043 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1410.28 0.00322672 173.987 1 1 2759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1536.55 0.0100807 85.9123 1 1 1244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1581.44 0.0015367 383.774 0.317 0.317 1241
1909 1410.64 5.63797e-05 110.51 2.19e-07 0.001 2811 LS failed, Hessian reset
1399 1484.83 7.40954e-05 35.4518 0.6594 0.6594 1761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1716.25 0.00710782 558.785 0.7388 0.7388 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1666.71 0.00154941 46.4803 1 1 912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1667.03 0.0585497 1766.01 0.7868 0.7868 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1789 1448.69 2.20703e-05 51.3068 3.521e-07 0.001 2477 LS failed, Hessian reset
1799 1448.72 2.21632e-05 60.1493 0.3546 0.3546 2488
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1451 1484.93 7.66419e-06 19.1271 5.053e-07 0.001 1873 LS failed, Hessian reset
1999 1411.15 0.000170422 46.7023 0.2667 0.2667 2914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1668.44 0.000410263 65.1679 1 1 1027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1467 1484.96 3.02277e-05 30.6831 1.617e-06 0.001 1933 LS failed, Hessian reset
399 1723.41 0.000450704 56.6637 0.8121 0.8121 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1170 1539.47 3.59661e-05 56.6612 8.296e-07 0.001 1387 LS failed, Hessian reset
1199 1583.88 0.0113846 250.425 0.7196 0.7196 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1448.97 0.00435311 58.5887 1 1 2609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1731.02 0.00610268 851.463 0.1259 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1540.03 7.63399e-05 82.2513 1.87e-06 0.001 1467 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1411.31 0.00211241 143.965 0.2161 1 3044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1670.81 0.00516794 197.832 1 1 1143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1485 0.000370812 102.114 0.1217 1 1975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1937 1449.13 8.36032e-06 18.1635 2.264e-07 0.001 2694 LS failed, Hessian reset
1299 1586.24 0.0061405 33.5399 0.1437 1 1474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1735.43 0.0126908 197.755 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1783.31 0.00639906 581.489 0.8599 0.8599 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1540 1485.21 8.20187e-05 164.065 5.903e-07 0.001 2070 LS failed, Hessian reset
1300 1586.24 1.2521e-05 37.7763 3.733e-07 0.001 1524 LS failed, Hessian reset
1997 1449.19 0.000103255 115.503 3.252e-06 0.001 2801 LS failed, Hessian reset
1999 1449.2 0.000289323 51.7846 1 1 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1411.42 0.000121046 24.1113 1 1 3185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1287 1540.7 2.41978e-05 41.5885 8.621e-07 0.001 1615 LS failed, Hessian reset
1082 1674 8.15655e-06 24.0843 2.285e-07 0.001 1284 LS failed, Hessian reset
1299 1540.72 5.76655e-05 25.5291 0.1266 0.7138 1629
1099 1674.22 0.000896358 50.6397 0.2718 1 1307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1745.15 0.00548674 436.095 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1593 1486.04 2.63479e-05 48.8263 8.945e-07 0.001 2178 LS failed, Hessian reset
1599 1486.05 0.000351218 91.2728 0.2091 1 2185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1797.55 0.00136599 168.165 0.5225 0.5225 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1586.98 0.000506761 65.1323 1 1 1637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2066 1449.31 2.04072e-05 41.7514 8.804e-07 0.001 2931 LS failed, Hessian reset
1313 1540.75 1.564e-05 38.8447 5.649e-07 0.001 1688 LS failed, Hessian reset
2099 1449.33 4.78359e-06 16.6173 0.1738 0.1738 2974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1411.5 3.45629e-06 14.2585 0.638 0.638 3310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1157 1674.83 4.40443e-05 76.7185 1.681e-07 0.001 1420 LS failed, Hessian reset
1656 1486.31 1.14268e-05 28.4062 3.398e-07 0.001 2304 LS failed, Hessian reset
1460 1587.61 1.2875e-05 22.483 1.805e-07 0.001 1745 LS failed, Hessian reset
699 1751.7 0.00105744 104.217 0.8909 0.8909 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2112 1449.33 7.5507e-06 20.2402 2.398e-07 0.001 3029 LS failed, Hessian reset
1699 1486.36 8.03432e-05 25.7751 1 1 2358
1199 1675.04 0.000368665 23.0851 1 1 1471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1805.1 0.0612968 532.522 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2350 1412.32 0.000104268 250.88 2.402e-07 0.001 3411 LS failed, Hessian reset
1477 1587.68 1.77744e-05 39.5039 1.976e-07 0.001 1810 LS failed, Hessian reset
1397 1541.65 0.000125025 286.366 4.976e-07 0.001 1822 LS failed, Hessian reset
1499 1587.75 0.000154812 113.5 0.4656 1 1837
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1541.68 0.000206856 59.6175 1 1 1824
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2141 1449.34 3.20942e-09 18.3085 0.001142 1 3070
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
799 1754.43 0.0133198 117.039 1 1 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1412.97 0.00416503 629.569 1 1 3466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1726 1486.41 9.98223e-06 25.086 3.341e-07 0.001 2444 LS failed, Hessian reset
1299 1675.85 0.00930283 142.156 1 1 1598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1542.09 0.000183137 72.9392 1 1 1954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1748 1486.44 3.88144e-05 59.4846 9.388e-07 0.001 2510 LS failed, Hessian reset
1599 1587.93 0.0124639 189.447 1 1 1958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1413.19 0.00159729 22.2026 1.652 0.1652 3587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1810.2 0.00853635 260.541 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1781 1486.45 4.24075e-05 31.6739 1.805e-06 0.001 2592 LS failed, Hessian reset
899 1757.26 0.00517871 120.838 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1486.46 0.000101754 33.6756 1 1 2613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1340 1676.58 3.31809e-05 89.4446 1.886e-07 0.001 1716 LS failed, Hessian reset
1599 1542.26 0.000745997 115.11 1 1 2072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2546 1413.29 1.32886e-05 35.1011 2.873e-07 0.001 3704 LS failed, Hessian reset
1645 1588.88 3.36014e-05 64.7311 5.39e-07 0.001 2046 LS failed, Hessian reset
699 1813.34 0.00376668 271.73 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1676.97 0.000303075 232.076 0.6797 0.6797 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1413.35 7.55076e-05 34.5872 1 1 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1761.87 0.0633962 312.788 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1487.54 0.000345953 112.028 1 1 2735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2607 1413.36 8.46208e-06 20.6685 2.287e-07 0.001 3811 LS failed, Hessian reset
1699 1542.35 6.3681e-05 21.0256 0.2474 1 2192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1817.94 0.0100103 104.517 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1666 1588.98 1.06438e-05 32.0798 4.136e-07 0.001 2112 LS failed, Hessian reset
1699 1589.1 0.00287469 85.4022 1 1 2150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1719 1542.35 6.61873e-06 15.2045 2.066e-07 0.001 2260 LS failed, Hessian reset
1954 1487.85 4.8982e-05 82.0363 6.253e-07 0.001 2839 LS failed, Hessian reset
1499 1678.31 0.000406547 22.97 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2662 1413.37 4.15775e-05 70.6905 1.102e-06 0.001 3943 LS failed, Hessian reset
834 1822.73 6.05498e-05 213.258 3.962e-07 0.001 963 LS failed, Hessian reset
1719 1589.29 1.97467e-05 41.1823 1.081e-06 0.001 2211 LS failed, Hessian reset
1099 1764.23 2.18111e-05 17.1073 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1413.37 6.06798e-06 16.3047 1.319 0.0001319 3995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1501 1678.31 1.04024e-05 31.1646 3.726e-07 0.001 1949 LS failed, Hessian reset
1976 1487.91 6.95585e-06 16.8409 3.731e-07 0.001 2910 LS failed, Hessian reset
899 1826.07 0.018941 377.207 0.4123 1 1041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1487.92 4.70611e-05 21.55 0.5244 0.5244 2941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1589.45 3.40297e-05 26.6246 1 1 2303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2737 1413.37 7.15469e-06 20.424 3.179e-07 0.001 4092 LS failed, Hessian reset
2752 1413.37 1.27279e-07 15.4896 0.3651 0.3651 4114
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1542.53 0.000245646 99.5617 0.9033 0.9033 2355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1536 1678.85 2.23926e-05 67.5394 2.589e-07 0.001 2033 LS failed, Hessian reset
1199 1765.41 0.00397156 184.179 0.9616 0.9616 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1832.84 0.0201158 92.5057 1 1 1152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2069 1488.03 5.86299e-05 50.7663 1.19e-06 0.001 3085 LS failed, Hessian reset
1883 1590.32 1.51859e-05 39.8456 2.104e-07 0.001 2436 LS failed, Hessian reset
1599 1679.34 0.000273222 96.1732 0.338 0.338 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1542.67 0.00402792 77.7266 1 1 2475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1488.07 0.000571319 106.092 1 1 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1590.39 0.000381537 36.6784 0.606 0.606 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1834.94 0.00707169 197.717 1 1 1258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1766.05 0.00568232 66.7344 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1616 1679.37 1.67327e-05 39.219 1.777e-07 0.001 2171 LS failed, Hessian reset
1914 1590.42 9.72768e-05 22.5788 1.442e-06 0.001 2515 LS failed, Hessian reset
1999 1543.19 0.0038771 152.122 0.3742 0.3742 2587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1922 1590.43 8.10009e-06 22.8131 2.613e-07 0.001 2566 LS failed, Hessian reset
2199 1488.17 0.00327528 65.6118 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1679.56 0.000244261 17.3525 1 1 2265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2035 1543.33 5.93286e-05 42.3902 3.045e-06 0.001 2667 LS failed, Hessian reset
2203 1488.17 1.21612e-05 27.0242 6.874e-07 0.001 3288 LS failed, Hessian reset
1199 1836.41 6.5644e-05 93.1581 0.3289 0.3289 1367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1952 1590.48 1.37316e-05 30.9784 1.954e-07 0.001 2644 LS failed, Hessian reset
1701 1679.56 1.00116e-05 28.7535 4.661e-07 0.001 2318 LS failed, Hessian reset
1999 1590.53 0.000209519 20.4794 0.2018 1 2708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1766.97 0.00165458 57.5713 1 1 1592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2074 1543.38 1.66712e-05 45.0263 4.309e-07 0.001 2764 LS failed, Hessian reset
2000 1590.53 1.66313e-05 31.2164 8.121e-07 0.001 2740 LS failed, Hessian reset
1299 1838.94 0.00163894 164.395 0.2143 1 1483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1543.41 0.000159856 37.7634 0.5879 0.05879 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1436 1767.19 2.20993e-05 63.4148 3.28e-07 0.001 1668 LS failed, Hessian reset
2299 1488.23 0.000148675 28.7313 1 1 3407
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1783 1679.89 0.000192758 401.052 5.11e-07 0.001 2465 LS failed, Hessian reset
1799 1680.07 0.00065859 37.3656 1 1 2484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1590.84 0.0103545 33.2509 1 1 2860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1321 1839.88 3.55246e-05 59.6671 8.81e-07 0.001 1557 LS failed, Hessian reset
2341 1488.62 7.00932e-05 169.772 3.048e-07 0.001 3497 LS failed, Hessian reset
2140 1543.45 1.26056e-05 33.0587 2.466e-07 0.001 2878 LS failed, Hessian reset
1499 1767.49 0.00355279 98.8244 1 1 1738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1820 1680.2 6.99709e-06 19.1758 1.922e-07 0.001 2551 LS failed, Hessian reset
2171 1543.53 7.81996e-05 39.7995 4.442e-06 0.001 2950 LS failed, Hessian reset
2399 1488.96 0.00126717 90.8988 0.5144 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1592.2 0.0289345 74.0023 0.8056 0.08056 2974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1543.56 8.04535e-05 53.7035 0.5196 0.8736 2986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2236 1593.16 1.79226e-05 44.1466 1.929e-07 0.001 3049 LS failed, Hessian reset
1399 1841.74 0.00913726 208.913 1 1 1648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1549 1767.57 7.17555e-06 23.5794 1.712e-07 0.001 1841 LS failed, Hessian reset
1894 1680.28 1.31185e-05 39.4328 5.576e-07 0.001 2683 LS failed, Hessian reset
2220 1543.57 1.12163e-05 26.1535 2.239e-07 0.001 3062 LS failed, Hessian reset
1899 1680.28 3.9837e-05 24.4875 0.5821 0.5821 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1593.94 0.00307012 51.6842 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1767.79 0.00014506 97.1222 0.4558 0.4558 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1489.11 0.001501 57.3254 0.4857 1 3685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1603 1767.8 1.71737e-05 53.0437 1.608e-07 0.001 1946 LS failed, Hessian reset
1499 1843.38 0.000351304 100.823 0.1814 0.1814 1754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1680.51 0.00102225 90.9991 1 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2249 1543.58 2.23045e-05 17.063 1.236e-06 0.001 3142 LS failed, Hessian reset
2399 1594.23 0.000596166 33.1372 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1543.59 6.46905e-05 18.2189 0.9058 0.9058 3205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2501 1489.12 1.95617e-05 35.9911 2.347e-07 0.001 3730 LS failed, Hessian reset
1699 1767.97 0.00203812 129.353 1 1 2062
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1844.7 0.0119965 328.122 1 1 1869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2437 1594.41 1.65351e-05 46.0294 2.317e-07 0.001 3338 LS failed, Hessian reset
2334 1543.65 1.31656e-05 35.0208 2.648e-07 0.001 3291 LS failed, Hessian reset
2599 1489.15 0.000555455 33.5652 1 1 3856
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1680.76 4.6835e-05 28.4429 1 1 2921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1594.48 0.00205976 51.7682 0.8834 0.8834 3409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1543.69 4.9543e-05 26.8274 1 1 3374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2697 1489.71 1.72271e-05 33.07 7.706e-07 0.001 4011 LS failed, Hessian reset
2699 1489.71 6.05901e-05 28.6682 1 1 4013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1768.39 0.00019683 28.3159 1 1 2184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2521 1594.51 1.14018e-05 33.7439 2.774e-07 0.001 3504 LS failed, Hessian reset
1699 1846.04 0.000464273 54.7636 1 1 1990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1680.82 0.00108499 67.2367 1 1 3044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2441 1543.7 1.00954e-05 23.6857 2.091e-07 0.001 3469 LS failed, Hessian reset
1821 1768.45 2.08826e-05 57.3703 1.503e-07 0.001 2260 LS failed, Hessian reset
2716 1489.84 3.97057e-05 54.035 1.026e-06 0.001 4076 LS failed, Hessian reset
2467 1543.7 2.35149e-07 15.6753 0.4278 1 3504
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 1594.59 5.00532e-06 16.3341 0.5887 0.5887 3599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2244 1680.93 1.26198e-05 37.6104 3.821e-07 0.001 3135 LS failed, Hessian reset
1799 1846.96 0.00935796 243.069 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1842 1768.49 2.20977e-05 38.2169 6.292e-07 0.001 2330 LS failed, Hessian reset
2799 1490.14 0.000145473 36.3851 0.3297 0.3297 4171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1681 0.000235041 101.254 1 1 3201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1594.63 0.000109045 30.3095 1 1 3721
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1768.53 0.000113224 55.39 0.6041 0.6041 2399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1848.97 0.00045345 53.4879 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1490.3 0.00749786 53.0199 1 1 4292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1920 1768.53 1.2235e-05 41.5312 2.196e-07 0.001 2462 LS failed, Hessian reset
2399 1681.31 0.0153375 116.389 1 1 3323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2913 1490.32 2.84787e-05 55.9957 2.357e-07 0.001 4364 LS failed, Hessian reset
1936 1768.54 6.69456e-06 24.5288 3.647e-07 0.001 2518 LS failed, Hessian reset
1999 1850.18 0.00111249 166.833 0.8338 0.8338 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2445 1681.7 3.27992e-05 99.0331 2.297e-07 0.001 3423 LS failed, Hessian reset
1999 1769.1 0.00717192 59.9083 1 1 2588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1594.65 1.82719e-05 16.8127 0.5291 0.5291 3849
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2951 1490.4 1.63528e-05 24.4091 2.076e-07 0.001 4450 LS failed, Hessian reset
2099 1851.29 0.000423928 26.9697 1 1 2471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1682.07 0.000666257 53.6211 0.9506 0.9506 3483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2831 1594.65 1.92304e-06 12.2165 0.3062 1 3893
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2032 1770.2 5.12828e-05 179.544 1.715e-07 0.001 2662 LS failed, Hessian reset
2999 1490.43 2.49536e-05 18.4249 0.8122 0.8122 4509
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2516 1682.21 4.29581e-05 80.5008 7.326e-07 0.001 3548 LS failed, Hessian reset
2142 1851.43 5.53243e-05 171.192 1.461e-07 0.001 2561 LS failed, Hessian reset
2552 1682.33 2.9149e-05 91.0761 2.397e-07 0.001 3627 LS failed, Hessian reset
2099 1770.78 0.000603716 84.9923 0.8016 0.8016 2737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3040 1490.44 1.35697e-05 34.9863 4.104e-07 0.001 4605 LS failed, Hessian reset
2599 1682.4 0.000173246 36.7663 0.4163 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3081 1490.45 6.77699e-07 12.2098 1 1 4670
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 1851.59 2.50101e-05 16.881 0.7018 0.7018 2631
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2618 1682.42 4.13017e-05 50.1967 2.268e-06 0.001 3760 LS failed, Hessian reset
2160 1771.11 6.25691e-06 24.5535 3.266e-07 0.001 2851 LS failed, Hessian reset
2676 1682.44 7.58736e-06 25.3041 3.488e-07 0.001 3866 LS failed, Hessian reset
2199 1771.21 1.18685e-05 43.1615 2.001e-07 0.001 2955 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1682.45 1.57576e-05 22.8856 1 1 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1851.87 0.00415056 49.8445 0.4404 1 2746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2744 1682.45 1.92312e-07 13.1409 0.3286 0.3286 3960
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2274 1771.3 9.77434e-06 34.8799 2.495e-07 0.001 3083 LS failed, Hessian reset
2399 1852.5 0.000299986 98.6717 0.6138 0.6138 2861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1771.31 2.82018e-05 25.3932 0.5536 0.5536 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1852.63 0.000156222 60.1052 0.7412 0.7412 2977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1771.84 0.00176351 142.121 1 1 3234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1772.31 0.00279087 41.5676 1 1 3344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1852.69 0.000140076 19.1001 0.9233 0.9233 3102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1772.72 0.000220936 67.5743 0.6342 0.6342 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2663 1852.94 4.76304e-05 178.784 1.867e-07 0.001 3229 LS failed, Hessian reset
2699 1853.16 0.00150103 95.0694 1 1 3272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2672 1772.88 8.03029e-06 31.5162 2.326e-07 0.001 3604 LS failed, Hessian reset
2699 1772.9 5.75986e-05 24.5582 1.408 0.3862 3636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2731 1853.27 1.33776e-05 46.0496 3.008e-07 0.001 3357 LS failed, Hessian reset
2769 1853.32 1.68898e-05 64.2888 2.774e-07 0.001 3443 LS failed, Hessian reset
2799 1853.34 3.26642e-05 18.2089 0.2398 1 3480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1773.29 0.00115176 31.7015 1 1 3761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2824 1853.35 7.09603e-06 28.5227 1.839e-07 0.001 3551 LS failed, Hessian reset
2815 1773.37 1.6303e-05 45.6279 1.416e-07 0.001 3823 LS failed, Hessian reset
2899 1853.37 0.00011303 23.9358 0.9786 0.9786 3637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2865 1773.41 4.1282e-05 41.6113 1.082e-06 0.001 3912 LS failed, Hessian reset
2905 1853.38 1.41635e-05 42.2459 1.348e-07 0.001 3683 LS failed, Hessian reset
2899 1773.43 0.000118464 29.095 1 1 3954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2954 1853.41 9.62674e-06 35.0385 1.539e-07 0.001 3782 LS failed, Hessian reset
2980 1853.41 1.00502e-06 13.9505 0.3164 1 3819
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2931 1773.44 1.35467e-05 51.9386 2.539e-07 0.001 4042 LS failed, Hessian reset
2999 1773.45 8.79122e-05 32.7691 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1773.54 8.51342e-05 21.8706 0.3307 1 4253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1774.27 0.000351043 19.0494 1 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1774.58 0.000304617 57.2524 0.8725 0.8725 4477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3378 1774.78 2.37819e-05 55.7628 6.386e-07 0.001 4618 LS failed, Hessian reset
3399 1774.79 0.000117132 22.2845 1 1 4645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3417 1774.81 6.79844e-06 23.563 2.938e-07 0.001 4723 LS failed, Hessian reset
3439 1774.82 1.04935e-05 34.852 3.634e-07 0.001 4793 LS failed, Hessian reset
3499 1774.92 0.000342578 64.8939 0.6479 0.6479 4864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3506 1774.93 1.7024e-05 19.7763 1.196e-07 0.001 4919 LS failed, Hessian reset
3599 1775.13 6.7956e-05 27.553 1 1 5027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3622 1775.14 1.53451e-05 39.3024 7.429e-07 0.001 5106 LS failed, Hessian reset
99 1778.98 0.00983333 488.733 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1775.16 5.41195e-05 15.9875 0.572 0.572 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1844.5 0.0607624 460.794 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1775.27 0.000304522 59.9958 1 1 5347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1864.81 0.00604121 215.691 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3873 1775.42 2.1588e-05 50.9647 1.288e-07 0.001 5476 LS failed, Hessian reset
3899 1775.44 0.000154719 29.1292 1 1 5507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1879.31 0.0239348 321.82 1 1 436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1775.52 0.000226922 16.3182 1 1 5624
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1826.69 0.00948008 283.85 0.6184 0.6184 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 499 1904.41 0.00513173 151.016 1 1 545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4041 1775.53 2.06241e-06 11.2353 1.74e-07 0.001 5728 LS failed, Hessian reset
199 1904.9 0.0367898 277.696 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1916.33 0.00146215 133.145 1 1 653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4087 1775.53 1.04972e-05 35.2677 4.062e-07 0.001 5828 LS failed, Hessian reset
4099 1775.54 3.91074e-06 14.7418 0.3578 1 5841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4104 1775.54 1.63326e-06 8.50714 1.821 0.1821 5851
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 1919.66 0.0115513 459.407 0.1556 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1925.97 0.00365701 208.583 0.6043 0.6043 761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1929.25 0.000954022 86.1239 1 1 468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1929.3 0.00732239 316.144 0.1531 0.9437 875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1938.01 0.0147409 99.4973 1 1 988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1938.1 0.000236983 94.0897 1 1 578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1943.46 0.00835692 281.775 0.2619 1 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1939.79 0.00387116 308.773 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1942.87 0.00100846 79.0582 1 1 1220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1950.89 0.0480584 379.043 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1969.13 0.0149638 178.963 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1943.86 0.000117271 137.824 0.3092 0.3092 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1230 1944.74 2.91821e-05 99.6946 4.82e-07 0.001 1419 LS failed, Hessian reset
899 1971.77 0.0052638 217.829 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1945.47 0.00141477 83.8032 1 1 1494
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1973.88 0.00201083 157.152 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1946.42 0.000916457 106.028 1 1 1617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1873.35 0.0117916 1490.21 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1429 1947.61 4.17383e-05 142.297 5.523e-07 0.001 1694 LS failed, Hessian reset
199 1929.55 0.00326133 91.4991 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1948.5 0.0122264 323.85 1 1 1770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1977.45 0.000281319 40.1509 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1978.37 0.00191292 82.7113 0.685 0.685 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1982.76 0.00380741 567.614 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1948.95 0.000263299 59.7802 0.9454 0.9454 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1979.54 0.000158645 160.054 0.1507 0.01507 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2006.7 0.0315944 902.293 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1949.81 0.00140765 151.643 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1981.73 0.00157473 54.2818 1 1 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1964.08 0.00775686 970.958 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2013.93 0.0441101 728.36 1 1 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1950.73 0.000336302 107.301 1 1 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2015.84 0.0327229 686.552 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1983.74 0.00341822 78.5556 1 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2021.81 0.000768251 139.311 0.5086 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1860 1951.05 2.46298e-05 52.7258 6.3e-07 0.001 2236 LS failed, Hessian reset
1899 1951.17 0.000338211 53.8577 0.1335 1 2277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2068.65 0.0019302 302.943 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1984.47 0.00018147 78.4142 1 1 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2047.16 0.0228947 659.105 0.8247 0.8247 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2033.82 0.000566609 64.519 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1985.74 0.00400694 371.881 0.7172 0.7172 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2086.99 0.0221972 656.928 1 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2091.84 0.0774744 1183.69 0.4639 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1951.37 0.0026694 89.8276 1 1 2397
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2081.29 0.00647862 1142.08 1 1 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2037.72 0.0178406 99.4354 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2099.89 0.000280635 271.967 0.2336 0.2336 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2046 1952.97 0.000186351 140.117 1.389e-06 0.001 2503 LS failed, Hessian reset
899 2042.48 0.00898948 145.43 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1986.49 0.000701682 184.063 0.1353 0.1353 2033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2116.31 0.0189479 1512.78 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2138.59 0.0248816 522.354 0.7304 0.7304 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1953.81 0.00226352 116.185 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1804 1986.53 7.72509e-06 30.6605 1.997e-07 0.001 2092 LS failed, Hessian reset
999 2045.48 0.000837807 36.4175 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2106.32 0.00256498 76.7564 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1843 1986.72 5.38867e-06 20.9944 2.798e-07 0.001 2171 LS failed, Hessian reset
2170 1954.94 5.44626e-06 25.6049 1.773e-07 0.001 2687 LS failed, Hessian reset
299 2170.66 0.014843 1423.28 0.2292 0.9931 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1986.81 0.000289518 29.6141 1 1 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1955.26 0.000366237 47.4904 0.08059 1 2721
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2136.21 0.0103793 145.19 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2114.39 0.242876 1018.44 1.279 0.1279 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2050.13 0.00203072 80.3562 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1955.72 1.49852e-05 76.6591 0.2441 0.2441 2845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2187.4 0.000655591 70.0034 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2149.44 0.122482 406.303 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2134.05 0.0278551 497.436 0.4449 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2053.23 0.0207271 461.839 1 1 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2341 1956.22 1.14631e-05 51.2603 1.669e-07 0.001 2925 LS failed, Hessian reset
1953 1987.11 1.87949e-05 57.4428 4.487e-07 0.001 2359 LS failed, Hessian reset
1999 1987.34 0.00012277 56.3139 1 1 2410
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2161.66 0.00151069 411.042 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2066.56 0.0227907 855.794 1 1 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2201.85 0.0333052 1603.54 0.7156 0.7156 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1956.46 0.000593181 134.069 0.3204 1 2996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2139.02 0.0178753 742.981 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2033 1987.38 3.61275e-05 52.007 9.049e-07 0.001 2491 LS failed, Hessian reset
2428 1956.6 4.7363e-05 173.011 3.186e-07 0.001 3073 LS failed, Hessian reset
599 2220.71 0.000666875 302.048 0.3139 0.3139 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2170.19 0.0613744 1269.49 0.9168 0.9168 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2069.53 0.000911374 144.833 1 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2143.87 0.0118544 385.387 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2054 1987.4 1.77444e-05 61.8911 2.826e-07 0.001 2559 LS failed, Hessian reset
2499 1956.71 0.00011543 14.268 1 1 3160
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1987.42 1.8194e-05 23.1047 1 1 2612
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2505 1956.71 1.27529e-05 38.1029 5.189e-07 0.001 3204 LS failed, Hessian reset
1099 2145.65 0.00166772 259.409 1 1 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2228.44 0.0150348 389.368 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2072.25 0.0381771 322.79 1 1 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2176.76 0.0162345 477.161 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1509 2072.3 1.2673e-05 53.3354 1.936e-07 0.001 1740 LS failed, Hessian reset
2147 1987.51 3.7163e-06 14.582 2.46e-07 0.001 2711 LS failed, Hessian reset
2599 1956.79 9.44697e-05 53.9364 1 1 3319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2149.16 0.000400174 182.038 0.4802 0.4802 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1987.54 5.2336e-05 24.4445 0.1395 0.7042 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2232.98 0.00169682 251.363 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2612 1956.81 1.28639e-05 53.8411 1.458e-07 0.001 3375 LS failed, Hessian reset
1599 2073.47 0.00537875 147.371 10 1 1847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2184.68 0.00195158 248.018 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2163.6 0.00875588 538.515 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2236.88 0.00155194 198.983 0.855 0.855 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2150.37 3.08727e-05 16.7768 1 1 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1957.1 0.00747657 344.627 1 1 3478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2217.74 0.012225 248.779 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1988.02 0.000909034 79.5099 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2189.28 0.00948429 288.086 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2074.08 0.000414812 243.599 1 1 1977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2323 1988.18 3.13183e-05 16.7502 1.174e-06 0.001 2980 LS failed, Hessian reset
1399 2150.82 0.00328701 536.174 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2743 1957.47 3.49456e-05 127.303 1.215e-07 0.001 3571 LS failed, Hessian reset
999 2238.65 0.00447614 170.933 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2192.31 0.00759678 162.376 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2249.69 0.0016843 213.73 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2075.09 0.0183567 357.02 1 1 2096
2799 1957.99 0.000168489 105.975 0.4077 0.4077 3638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2393 1988.35 1.1104e-05 21.0079 1.253e-07 0.001 3102 LS failed, Hessian reset
2399 1988.36 2.90189e-05 42.4759 0.2442 0.2442 3110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2243.64 0.00522756 720.471 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2153.16 0.0384912 269.215 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2194.27 0.000506965 26.9992 0.864 0.864 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2268.83 0.0108385 84.8691 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1958.31 0.00031241 29.8459 1 1 3754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2430 1988.37 4.70013e-06 14.585 1.425e-07 0.001 3217 LS failed, Hessian reset
1199 2247.09 0.000443488 112.144 1 1 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2158.18 0.0127857 481.529 0.6576 0.6576 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2913 1958.33 2.25542e-05 90.4689 1.313e-07 0.001 3816 LS failed, Hessian reset
1888 2077.75 2.58442e-05 81.7522 1.155e-07 0.001 2242 LS failed, Hessian reset
499 2273.15 0.0058497 429.766 1 1 545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2197.21 0.000699253 60.2409 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1988.43 0.00205757 31.3639 1 1 3310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2077.79 0.000914968 170.452 1 1 2255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1958.46 0.000890698 100.827 1 1 3914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2165.43 0.0139948 130.987 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2524 1988.55 2.60976e-05 70.1374 6.488e-07 0.001 3387 LS failed, Hessian reset
599 2276.61 0.00851517 546.632 1 1 653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2199.38 0.00178268 149.521 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2248.83 0.000296665 120.699 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3019 1958.5 1.75574e-05 58.6047 1.182e-07 0.001 3986 LS failed, Hessian reset
1999 2079.4 0.00106819 162.819 1 1 2368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2166.42 0.00325418 88.6188 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2581 1988.65 5.363e-06 20.6791 1.806e-07 0.001 3499 LS failed, Hessian reset
2599 1988.67 0.000676813 50.5252 1 1 3519
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1958.57 6.38354e-06 46.4374 0.2664 0.2664 4080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2200.46 0.00113161 222.652 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2281.39 0.00678019 269.703 1 1 761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2087 2080.14 7.37817e-06 33.9763 1.539e-07 0.001 2508 LS failed, Hessian reset
1899 2168.21 0.00143678 217.996 0.2224 1 2112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2080.19 0.000164454 101.827 1 1 2522
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3115 1958.57 5.38889e-06 24.7979 3.045e-07 0.001 4146 LS failed, Hessian reset
2642 1988.7 6.8218e-06 25.8587 3.484e-07 0.001 3619 LS failed, Hessian reset
1399 2251.65 0.024501 613.973 7.398 0.7398 1577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2301.52 0.0362581 474.198 1 1 869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1958.66 0.00189191 30.0899 0.9345 0.9345 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2080.77 0.000477909 84.9168 1 1 2635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2686 1988.71 8.64385e-06 30.8675 3.005e-07 0.001 3714 LS failed, Hessian reset
2699 1988.72 5.22045e-05 30.9203 1 1 3737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1975 2169.42 2.65795e-05 103.219 4.129e-07 0.001 2249 LS failed, Hessian reset
1583 2200.76 1.60039e-05 61.0626 1.598e-07 0.001 1807 LS failed, Hessian reset
1499 2254.29 0.00536534 270.285 1 1 1692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2200.81 0.000610736 68.5819 1 1 1824
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2716 1988.72 6.27045e-06 20.578 2.495e-07 0.001 3797 LS failed, Hessian reset
3299 1958.76 2.03806e-05 20.2434 0.7061 0.9798 4369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2169.55 0.00174402 173.897 1 1 2279
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2320.64 0.0373902 252.881 1 1 975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2236 2081.14 3.12605e-05 78.3748 8.591e-07 0.001 2729 LS failed, Hessian reset
2763 1988.74 2.13868e-05 73.3857 3.5e-07 0.001 3897 LS failed, Hessian reset
2299 2081.36 0.00169315 77.1656 1.674 0.1674 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3328 1958.76 1.02871e-05 34.8392 4.152e-07 0.001 4441 LS failed, Hessian reset
2799 1988.76 4.0369e-06 14.5984 0.02755 1 3943
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2255.98 0.000162057 71.4944 0.3614 0.3614 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2326.14 0.0830798 688.249 1 1 1085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2090 2170.08 1.20129e-05 44.4384 3.549e-07 0.001 2428 LS failed, Hessian reset
2099 2170.09 0.000181404 31.0924 1 1 2438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1685 2201.19 9.88093e-06 43.5483 2.468e-07 0.001 1966 LS failed, Hessian reset
1699 2201.28 9.27963e-05 23.8483 1 1 1982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2810 1988.76 1.72044e-06 13.1725 1.27e-07 0.001 4006 LS failed, Hessian reset
3399 1958.79 0.000461989 39.0119 1 1 4526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2369 2081.47 4.58938e-05 44.9088 2.066e-06 0.001 2922 LS failed, Hessian reset
1699 2257.36 0.00265731 97.2983 1 1 1919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2081.49 9.52633e-05 66.009 0.2188 1 2962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2201.54 0.00749418 280.723 1 1 2095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2328.28 0.00385552 136.391 1 1 1200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1958.95 0.000197649 84.238 0.1348 0.1348 4646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2170.58 0.000132833 45.6695 0.8947 0.8947 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1988.85 0.000839693 48.129 0.5857 0.5857 4107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2423 2081.56 8.22888e-06 28.96 1.168e-07 0.001 3048 LS failed, Hessian reset
1799 2257.91 0.00199636 61.4413 1 1 2034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1959.51 0.0271235 285.601 1 1 4759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1848 2201.68 3.56303e-05 80.2212 1.189e-07 0.001 2189 LS failed, Hessian reset
2299 2171.08 0.000271361 27.8335 0.8962 0.8962 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2082.06 0.000755134 135.658 1 1 3137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2330.55 0.00128977 97.2654 1 1 1309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2973 1989.06 1.73632e-05 29.2003 8.15e-07 0.001 4240 LS failed, Hessian reset
2999 1989.08 0.000187437 28.743 1 1 4269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2201.76 0.00120849 96.6057 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2258.91 0.000232912 68.5777 1 1 2146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1233 2332.19 7.35366e-05 215.493 6.897e-07 0.001 1393 LS failed, Hessian reset
3699 1960.34 0.0164565 79.4022 1 1 4883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2082.25 0.000173589 45.6777 0.8798 0.8798 3255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2390 2171.26 2.30172e-05 33.1867 1.152e-06 0.001 2829 LS failed, Hessian reset
3063 1989.16 7.89291e-06 28.673 1.758e-07 0.001 4389 LS failed, Hessian reset
2399 2171.26 9.47638e-05 29.8078 1 1 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2611 2082.28 8.00037e-06 32.1469 3.4e-07 0.001 3306 LS failed, Hessian reset
2408 2171.27 7.13794e-06 34.1828 1.874e-07 0.001 2891 LS failed, Hessian reset
1299 2333.95 0.00348027 542.829 1 1 1464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3082 1989.17 7.72465e-06 26.5498 3.654e-07 0.001 4450 LS failed, Hessian reset
1955 2201.81 1.57151e-05 46.8131 3.657e-07 0.001 2361 LS failed, Hessian reset
3099 1989.18 4.65721e-05 12.3379 1 1 4468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2259.34 0.00313264 217.564 0.1943 1 2261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2201.85 0.000222263 31.677 1 1 2412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3108 1989.18 1.14637e-06 7.27101 8.422e-08 0.001 4523 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 1960.85 0.0107297 434.117 1 1 5001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2649 2082.31 7.43122e-06 31.5966 2.567e-07 0.001 3393 LS failed, Hessian reset
2692 2082.36 1.67995e-05 25.5981 1.017e-07 0.001 3480 LS failed, Hessian reset
2499 2171.62 8.4679e-05 60.4829 0.8959 0.8959 3002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2082.37 9.63997e-05 55.1643 0.3224 1 3489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2259.53 0.00074925 26.97 6.687 0.6687 2391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2335.76 0.000155395 33.5224 1 1 1583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2202.52 0.0025951 57.2691 1 1 2521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2222.16 0.0101187 485.472 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3843 1961.05 8.85651e-06 40.2603 2.039e-07 0.001 5104 LS failed, Hessian reset
2109 2259.55 2.00611e-05 27.5306 1.468e-06 0.001 2454 LS failed, Hessian reset
3899 1961.09 1.42651e-05 12.3811 1 1 5167
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2203.92 0.000695621 39.0592 1 1 2638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2139 2259.56 9.76481e-06 24.6921 1.231e-07 0.001 2534 LS failed, Hessian reset
2566 2171.75 7.33849e-06 38.715 1.915e-07 0.001 3130 LS failed, Hessian reset
199 2296.16 0.0163371 897.681 0.9198 0.9198 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2336.85 0.00124888 87.6287 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2171.78 5.58613e-05 25.0734 0.7542 0.7542 3167
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2790 2082.68 1.34269e-05 66.0795 1.765e-07 0.001 3641 LS failed, Hessian reset
2799 2082.73 8.95636e-05 268.663 0.5371 0.5371 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2260.09 0.00112576 120.309 1 1 2607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1961.19 2.26671e-05 40.9568 1.107 0.1107 5292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2622 2171.79 1.63641e-05 75.677 1.207e-07 0.001 3235 LS failed, Hessian reset
4019 1961.19 3.70313e-06 17.705 1.769e-07 0.001 5361 LS failed, Hessian reset
299 2317.38 0.00255123 236.523 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2204.23 0.000803855 56.5386 1 1 2756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2338.72 0.00187701 102.517 1 1 1812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2082.96 0.000330051 64.183 1 1 3771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2263.01 0.0199784 146.23 0.5547 0.5547 2717
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4075 1961.21 1.96539e-05 89.7153 1.57e-07 0.001 5484 LS failed, Hessian reset
2317 2204.28 4.03812e-05 150.132 3.01e-07 0.001 2818 LS failed, Hessian reset
4099 1961.22 0.000128122 14.1628 2.091 0.2091 5515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2171.82 1.39982e-05 14.0555 0.0702 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2942 2082.98 1.33951e-05 53.8853 1.317e-07 0.001 3867 LS failed, Hessian reset
399 2329.39 0.0374911 431.376 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2339.83 0.000130346 146.916 1 1 1927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2347 2204.31 1.10768e-05 35.9299 1.317e-07 0.001 2897 LS failed, Hessian reset
2999 2083.01 1.79193e-05 29.7783 0.3848 0.3848 3941
2399 2265.14 0.00917431 197.254 1 1 2827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2172.79 0.00222913 495.849 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4183 1961.26 5.24443e-06 24.1046 2.373e-07 0.001 5664 LS failed, Hessian reset
2378 2204.32 2.83247e-05 32.4712 8.925e-07 0.001 2976 LS failed, Hessian reset
4199 1961.27 1.71411e-05 19.9065 0.8954 0.8954 5689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2340.84 0.000469462 131.492 1 1 2038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2204.32 2.60503e-05 22.9602 1 1 3005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2336.89 0.00383171 495.573 0.4323 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2405 2204.32 9.70074e-08 14.1311 0.07559 0.1068 3018
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 2266.63 0.000865537 131.266 1 1 2933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2872 2173.61 8.25663e-05 202.164 7.365e-07 0.001 3578 LS failed, Hessian reset
3099 2083.14 0.000928049 50.632 1 1 4058
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4224 1961.27 5.07291e-06 26.5619 1.687e-07 0.001 5758 LS failed, Hessian reset
2899 2173.86 0.000166252 47.8356 1 1 3607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4236 1961.27 1.72655e-06 15.1022 1.083e-07 0.001 5811 LS failed, Hessian reset
4239 1961.27 6.12906e-07 13.0662 1 1 5815
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2267.51 0.000144004 25.3812 0.286 0.286 3048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2347.2 0.0289054 361.271 1 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1880 2341.48 2.76878e-05 63.1963 5.015e-07 0.001 2178 LS failed, Hessian reset
1899 2341.54 0.000718207 127.998 0.4398 1 2201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2174.24 0.000245203 108.599 1 1 3723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3195 2083.34 7.61531e-06 34.703 1.697e-07 0.001 4222 LS failed, Hessian reset
3199 2083.34 0.00013061 52.6877 1 1 4226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2360.38 0.0132987 426.919 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2267.87 0.000391375 108.916 1 1 3165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2342.12 0.00272156 85.033 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2749 2268.17 3.88518e-05 158.154 2.345e-07 0.001 3258 LS failed, Hessian reset
3264 2083.37 5.71245e-06 22.6672 1.239e-07 0.001 4356 LS failed, Hessian reset
799 2371.7 0.000679235 165.078 0.6884 0.6884 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3092 2174.56 4.15099e-06 23.1986 1.843e-07 0.001 3875 LS failed, Hessian reset
3099 2174.57 0.000203998 122.201 0.3222 1 3884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2268.46 0.0002826 29.7344 0.2651 1 3313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2347.6 0.0884195 669.103 1 1 2425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3294 2083.38 2.48847e-05 80.8137 3.268e-07 0.001 4427 LS failed, Hessian reset
3299 2083.39 0.00011166 73.0101 1 1 4432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2818 2268.51 9.43324e-06 33.4096 5.413e-07 0.001 3382 LS failed, Hessian reset
2107 2348.07 3.83976e-05 169.617 2.518e-07 0.001 2482 LS failed, Hessian reset
899 2374.47 0.000474932 96.4955 0.3999 0.3999 1018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2083.41 4.75322e-05 20.0067 1.627 0.4799 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2174.69 0.000356061 79.3947 1 1 4012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3205 2174.7 5.74293e-06 22.9188 3.414e-07 0.001 4062 LS failed, Hessian reset
2899 2268.64 0.000191113 114.252 0.03306 1 3487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2350.35 0.00393508 123.579 1 1 2583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2083.6 0.00498998 27.5608 1 1 4676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2925 2268.73 1.83549e-05 61.2857 5.01e-07 0.001 3557 LS failed, Hessian reset
999 2380.11 0.000692507 120.651 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2174.86 0.00012695 93.5278 1 1 4176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2351.61 0.000400108 148.664 0.9626 0.9626 2694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2958 2268.78 1.55663e-05 71.024 2.863e-07 0.001 3631 LS failed, Hessian reset
3352 2174.99 1.36722e-05 72.5062 1.643e-07 0.001 4275 LS failed, Hessian reset
2999 2268.83 0.000118877 44.8246 0.4735 0.4735 3687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2083.75 9.33904e-06 17.6306 1 1 4799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2381.75 0.00454254 234.877 1 1 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2175.04 4.16931e-05 38.1878 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3401 2175.04 5.45995e-06 24.0245 1.067e-07 0.001 4372 LS failed, Hessian reset
2399 2351.99 0.00208099 63.323 1 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3672 2083.77 7.13293e-06 30.5962 2.926e-07 0.001 4932 LS failed, Hessian reset
1199 2382.94 0.0012832 79.3957 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3431 2175.04 9.82776e-06 33.7399 9.422e-08 0.001 4447 LS failed, Hessian reset
2440 2352.06 7.49638e-06 38.2281 1.494e-07 0.001 2890 LS failed, Hessian reset
3699 2083.77 1.76984e-06 15.5593 0.5344 0.5344 4962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2268.93 0.00117924 51.7783 1 1 3815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2384.99 0.00184583 113.216 0.829 0.829 1468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2175.06 6.63369e-05 21.9144 1 1 4536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2352.12 0.000368846 55.5892 1 1 2964
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3119 2268.95 1.71407e-05 73.4128 2.199e-07 0.001 3877 LS failed, Hessian reset
3532 2175.12 3.21123e-05 138.724 2.776e-07 0.001 4612 LS failed, Hessian reset
3799 2083.85 1.61415e-05 17.3928 0.2269 0.2269 5090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2386.04 0.00199126 133.053 1 1 1577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3148 2268.96 6.2232e-06 18.9745 1.175e-07 0.001 3957 LS failed, Hessian reset
3899 2083.86 4.83574e-05 21.4006 0.3766 1 5228
3199 2268.99 0.00143218 60.9395 1 1 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3593 2175.17 5.35284e-06 26.7511 3.438e-07 0.001 4721 LS failed, Hessian reset
3599 2175.17 0.000167664 54.6446 1 1 4728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3915 2083.86 8.6076e-07 13.9954 0.2238 1 5248
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2352.36 3.31215e-05 20.709 0.4936 0.4936 3080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2387.33 0.00308667 136.589 1 1 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3630 2175.17 5.01276e-06 26.7006 1.651e-07 0.001 4810 LS failed, Hessian reset
3228 2269.02 4.60549e-06 19.44 1.496e-07 0.001 4113 LS failed, Hessian reset
3672 2175.18 1.77503e-05 44.486 9.704e-07 0.001 4895 LS failed, Hessian reset
2699 2352.6 0.00177643 70.5662 0.8188 0.8188 3197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2388 0.000161793 46.7753 1 1 1804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2175.18 2.60261e-06 11.2403 0.2092 0.2092 4926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3278 2269.04 1.14463e-05 30.9189 4.657e-07 0.001 4231 LS failed, Hessian reset
3299 2269.05 5.04034e-05 17.3072 0.8026 0.8026 4254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2354.07 0.0217636 275.502 1.127 0.1127 3306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3725 2175.19 4.94141e-06 28.232 1.817e-07 0.001 5007 LS failed, Hessian reset
1699 2388.64 0.000937364 62.8762 1 1 1918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2806 2354.18 5.22548e-05 258.688 2.015e-07 0.001 3350 LS failed, Hessian reset
3399 2269.13 9.39839e-05 41.4069 1 1 4367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2175.19 1.99106e-05 21.4302 0.4979 0.4979 5104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2355.05 0.00207288 361.488 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2388.88 0.000196633 32.2186 1 1 2035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2269.32 0.00313904 124.49 1 1 4483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2175.27 0.000966509 33.5751 1 1 5216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3918 2175.28 8.14179e-06 38.4457 2.182e-07 0.001 5276 LS failed, Hessian reset
2953 2355.37 7.35084e-06 37.6872 1.466e-07 0.001 3557 LS failed, Hessian reset
1899 2389.4 7.98405e-05 177.73 0.3446 0.3446 2159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3536 2269.45 1.34382e-05 57.5598 2.657e-07 0.001 4586 LS failed, Hessian reset
3999 2175.33 0.000624475 131.251 1 1 5369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2355.61 0.000306249 66.7697 1 1 3610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2269.58 0.0068947 328.226 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4049 2175.34 7.06441e-06 39.0574 1.65e-07 0.001 5473 LS failed, Hessian reset
3613 2269.7 3.36214e-05 124.993 3.511e-07 0.001 4716 LS failed, Hessian reset
1948 2389.51 2.84393e-05 50.893 6.943e-07 0.001 2270 LS failed, Hessian reset
4068 2175.35 1.42182e-05 45.6002 3.659e-07 0.001 5527 LS failed, Hessian reset
1999 2389.61 0.00547144 234.346 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3089 2355.91 4.7342e-06 25.3632 2.055e-07 0.001 3763 LS failed, Hessian reset
3099 2355.91 2.09275e-05 21.708 0.1738 0.6167 3776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2269.96 6.19528e-05 16.9168 1 1 4819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4097 2175.35 1.40425e-05 16.7861 6.532e-07 0.001 5611 LS failed, Hessian reset
4099 2175.35 2.02975e-06 19.8473 0.7988 0.7988 5613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2391.94 0.000290723 52.2372 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4109 2175.35 1.42089e-06 13.2851 0.4337 0.4337 5630
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 2356 0.000341178 27.5406 1 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3760 2269.99 5.21833e-06 22.3833 1.484e-07 0.001 4950 LS failed, Hessian reset
3202 2356 2.20965e-05 73.9408 3.83e-07 0.001 3943 LS failed, Hessian reset
3799 2269.99 8.33488e-05 18.549 1 1 5002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3220 2356.01 2.78325e-06 12.1354 1.144e-07 0.001 4015 LS failed, Hessian reset
2199 2393.01 0.000746289 98.0548 0.4821 0.4821 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2270.03 0.00176336 49.3838 1 1 5121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3264 2356.02 4.84353e-06 21.6044 1.227e-07 0.001 4117 LS failed, Hessian reset
2299 2393.28 0.000265896 56.5003 0.6186 0.6186 2679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2356.03 1.0296e-05 19.8108 0.3704 0.3704 4158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3966 2270.07 1.21003e-05 32.7789 3.982e-07 0.001 5251 LS failed, Hessian reset
2399 2393.47 0.000128982 47.7615 0.9174 0.9174 2800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3998 2270.07 2.09738e-05 24.614 1.123e-06 0.001 5336 LS failed, Hessian reset
3999 2270.07 4.32164e-06 11.5604 0.3159 1 5338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2356.13 0.00425413 53.2601 1 1 4272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2394.16 0.0261818 130.54 1 1 2912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2270.08 0.000248662 12.8288 0.692 1 5461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2395.31 0.0057028 76.8985 1 1 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4101 2270.08 3.94833e-06 12.3814 2.794e-07 0.001 5504 LS failed, Hessian reset
3489 2356.22 3.49353e-06 16.5213 1.219e-07 0.001 4430 LS failed, Hessian reset
3499 2356.22 7.27994e-06 15.1361 0.2371 1 4442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4174 2270.09 3.6053e-06 10.9265 0.1912 1 5603
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3514 2356.22 1.74513e-05 28.8721 9.489e-07 0.001 4500 LS failed, Hessian reset
2699 2395.9 0.00121029 98.1736 0.9727 0.9727 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2356.28 0.000220087 47.9713 1 1 4595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3618 2356.29 2.34497e-05 60.2941 5.277e-07 0.001 4659 LS failed, Hessian reset
2799 2396.41 0.000256083 33.4253 0.7499 0.7499 3255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2356.31 0.000183173 72.0831 1 1 4763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2863 2396.58 4.37253e-06 17.3991 1.651e-07 0.001 3363 LS failed, Hessian reset
2899 2396.62 0.00029543 94.5428 0.04402 1 3408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2900 2396.62 1.7802e-05 64.7274 1.883e-07 0.001 3453 LS failed, Hessian reset
3775 2356.33 5.47746e-06 25.6454 1.2e-07 0.001 4892 LS failed, Hessian reset
3799 2356.33 4.00181e-06 13.1766 0.4406 0.4406 4923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2396.67 1.07684e-05 21.9135 0.2711 0.2711 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3011 2396.67 1.35375e-05 44.1645 3.393e-07 0.001 3625 LS failed, Hessian reset
3899 2356.4 0.000534662 58.6135 0.6586 1 5037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3025 2396.67 1.71257e-06 11.0819 0.251 1 3645
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2356.44 2.54327e-05 27.9105 0.5065 0.5065 5172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2293.7 0.00640564 375.741 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4025 2356.45 4.93767e-06 22.2592 1.206e-07 0.001 5238 LS failed, Hessian reset
4099 2356.45 0.00017748 44.4454 1 1 5328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2369.17 0.000976989 211.339 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2356.69 0.00478275 153.465 0.3931 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2412.82 0.0148068 612.454 0.3782 0.3782 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2357.48 0.00327962 31.7892 1 1 5553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2447.19 0.00353891 111.467 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2309.55 0.0316089 2382.14 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4368 2357.59 1.55688e-05 61.4667 1.021e-07 0.001 5675 LS failed, Hessian reset
4399 2357.63 0.000252235 44.6659 0.968 0.968 5709
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2450.42 0.00636513 414.757 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2343.29 0.0561501 792.929 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2382.5 0.0286057 386.249 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2357.67 0.00028277 42.9472 1 1 5825
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2458.44 0.00350923 139.697 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2388.65 0.021217 368.664 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2441.62 0.0442994 891.187 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2357.78 0.000345741 37.3728 1 1 5946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2461.23 0.0067095 266.636 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2411.23 0.0189584 565.416 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4615 2357.79 9.55686e-06 49.1567 1.46e-07 0.001 6001 LS failed, Hessian reset
299 2469.79 0.00558948 215.917 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2482.25 0.0116144 722.451 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2357.82 0.000272708 44.8588 1 1 6110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2423.49 0.103393 1378.43 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2492.31 0.0123458 210.009 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2496.96 0.0267854 1196.61 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4758 2357.91 1.6155e-05 80.3772 1.836e-07 0.001 6234 LS failed, Hessian reset
599 2444.4 0.0014459 180.123 0.7033 0.7033 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4792 2357.94 1.64042e-05 53.2477 6.959e-07 0.001 6312 LS failed, Hessian reset
4799 2357.95 3.11562e-05 23.9499 0.9816 0.9816 6319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2502.05 0.00594584 364.489 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2453.65 0.00109678 231.249 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2516.66 0.0146782 161.747 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2357.97 4.92543e-05 32.7064 0.2701 1 6444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2519.2 0.0107307 448.558 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2523.85 0.00113074 165.481 0.985 0.985 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4929 2357.97 3.46905e-06 19.4788 2.161e-07 0.001 6514 LS failed, Hessian reset
799 2459.67 0.0266885 1237.31 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4961 2357.97 2.72363e-06 11.6779 0.1264 0.3124 6557
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 2528.52 0.015883 904.266 0.9024 0.9024 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2530.13 0.00147774 111.259 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2463.94 0.0046103 100.854 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2532.92 0.00124862 439.267 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2466.98 0.000660919 49.2534 0.1578 0.1578 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2533.75 0.000416153 53.3149 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2533.86 0.000665352 632.105 0.6956 0.6956 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1046 2467.56 1.22406e-05 39.7356 2.968e-07 0.001 1211 LS failed, Hessian reset
99 2406.12 0.00112034 716.898 1 1 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2538 0.000560326 179.236 0.227 0.227 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2467.85 0.00314512 84.733 1 1 1274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2535.69 0.00137675 542.47 0.08791 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2495.2 0.0912079 1267.27 0.4703 1 240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2540.74 0.0175915 196.553 0.3763 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2539.44 0.00571673 222.15 1 1 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2469.33 0.000315836 119.291 0.4867 0.98 1398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2537.32 0.00324065 357.163 0.9327 0.9327 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2545.2 0.138392 380.705 2.151 0.2151 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2544.47 0.000577086 347.314 0.2366 0.2366 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2556.61 0.0195345 385.563 1 1 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2470.1 0.00165374 54.3197 1 1 1518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2545.83 0.000955813 151.007 0.4408 0.4408 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2550.74 0.00165727 99.8593 1 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2564.23 0.01008 285.213 1 1 580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2546.79 0.018264 283.854 1 1 2122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2501.25 0.00754525 437.95 0.5008 0.5008 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2471.35 0.000284839 142.307 1 1 1634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2554.33 0.00168206 56.028 1 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2472.88 0.006459 194.834 1 1 1747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2575.15 0.0088167 409.669 0.8909 0.8909 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2551.91 0.0130687 930.383 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2547.88 0.000251615 53.8614 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2556.14 0.0200077 785.836 1 1 1577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2581.94 0.00289845 254.194 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2474.03 0.00210568 61.9973 1 1 1862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2049 2548.87 1.13409e-05 68.3869 2.058e-07 0.001 2344 LS failed, Hessian reset
299 2583.87 0.199653 1179.2 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2549.3 2.29124e-05 45.6364 0.2233 0.2233 2402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2558.18 0.00612085 108.77 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1671 2474.32 5.73351e-06 21.0246 1.976e-07 0.001 1989 LS failed, Hessian reset
799 2593.65 0.0143908 318.4 1 1 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2474.35 0.000142272 64.6941 0.7157 0.7157 2023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2605.34 0.00361349 194.571 0.9564 0.9564 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2549.78 0.00157429 655.191 0.3182 1 2516
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2558.92 0.00382885 168.044 0.2465 1 1804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2597.33 0.00328568 287.969 1 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2614.67 0.00774402 202.707 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2474.61 1.24749e-05 20.0113 0.7823 0.7823 2144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2559.79 0.000203004 86.486 1 1 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2550.21 0.00191741 163.367 1 1 2630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2604.03 0.00372189 88.9502 1 1 1143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2550.9 0.00117566 127.459 0.1478 0.1478 2743
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2474.84 0.000198415 53.9933 1 1 2267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2622.35 0.0021282 261.139 0.0942 0.7982 687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2560.6 0.000781179 145.927 0.2837 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1925 2474.86 2.72753e-05 48.1891 1.78e-06 0.001 2347 LS failed, Hessian reset
1099 2610.52 0.0226842 819.926 1 1 1257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2551.25 0.00107418 159.55 1 1 2850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2625.75 0.00651985 80.3905 1 1 801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1970 2474.89 2.49608e-05 35.4641 9.286e-07 0.001 2443 LS failed, Hessian reset
1899 2561.35 0.000189162 41.7342 1 1 2141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2614.22 0.00071604 111.455 0.5301 0.5301 1377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2635.32 0.00181713 329.53 0.876 0.876 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2474.91 0.000319754 43.4052 1 1 2479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2551.63 0.0121118 335.443 1 1 2969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2568.79 0.016204 570.108 1.205 0.1205 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2561.71 0.000162818 305.991 0.4417 0.4417 2258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2617.1 0.00051255 48.9741 1 1 1491
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2641.94 0.00178772 544.173 1 1 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2553.11 0.0141935 260.121 1 1 3074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2475.9 0.00291887 107.656 1 1 2593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2612.56 0.00471961 561.581 0.3088 0.3088 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2026 2561.78 8.29056e-06 32.4454 2.23e-07 0.001 2345 LS failed, Hessian reset
2739 2556 5.96095e-06 39.7978 1.06e-07 0.001 3161 LS failed, Hessian reset
1399 2618.17 8.90894e-05 37.0811 1 1 1607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2648.03 0.000982589 157.129 1 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2628.9 0.0152433 1105 0.4034 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2187 2476.79 8.61516e-06 31.2463 2.507e-07 0.001 2741 LS failed, Hessian reset
2199 2476.81 0.000122069 162.455 0.995 0.995 2753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2556.37 0.000206281 58.509 1 1 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2098 2561.85 1.41726e-05 38.0077 1.396e-07 0.001 2474 LS failed, Hessian reset
2099 2561.85 4.96879e-06 30.5233 1 1 2475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2205 2476.81 2.43176e-05 15.0103 9.733e-07 0.001 2800 LS failed, Hessian reset
1499 2619.2 0.003599 249.195 0.9313 0.9313 1724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2653.13 0.000873686 144.531 0.4027 0.4027 1252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2674.58 0.00725617 1602.97 0.1909 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2249 2476.84 7.36333e-06 15.3486 1.369e-07 0.001 2892 LS failed, Hessian reset
2872 2557.03 4.42489e-05 189.417 3.993e-07 0.001 3364 LS failed, Hessian reset
2199 2562.55 0.00347392 90.7479 1 1 2598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2557.22 5.01387e-05 44.9281 1 1 3393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2654.92 0.00238526 165.225 1 1 1361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2621.04 0.000491168 41.674 1 1 1841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2690.16 0.000369299 246.534 0.6266 0.6266 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2476.86 0.00012487 24.5445 1 1 2958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2648.6 0.0359287 383.631 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2563.75 0.00402727 83.4068 0.9543 0.9543 2715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2659 0.007536 615.67 1 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2621.83 0.000271708 19.8907 1 1 1952
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2557.49 0.000803473 24.4192 1 1 3521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2715.98 0.0458419 560.688 0.4967 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2356 2476.89 9.88254e-06 33.8326 3.046e-07 0.001 3100 LS failed, Hessian reset
599 2696.24 0.00212309 561.602 1 1 702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2622.66 0.0121753 126.264 1 1 2063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2662.4 0.00762101 264.365 0.4871 1 1583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2476.91 1.26561e-05 24.3147 1 1 3161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2557.91 0.000251963 28.2221 1 1 3640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2564.34 0.000261171 58.477 1 1 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2737.11 0.104057 1886.57 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2624.12 0.00223396 51.7935 1 1 2171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2664.79 0.000367073 78.6203 1 1 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2438 2564.62 8.82879e-06 34.5648 3.457e-07 0.001 2928 LS failed, Hessian reset
699 2699.69 0.00329923 344.542 0.1808 0.1808 815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2479 2476.92 3.86222e-07 13.3934 0.2418 1 3273
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 2558.16 0.000132481 120.374 0.4014 0.8743 3762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2627.54 0.000461647 69.2693 1 1 2280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2763.36 0.0137774 349.892 0.8699 0.8699 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2558.34 0.000138868 29.0925 1 1 3880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2666.84 0.00184214 56.1591 1 1 1804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2494 2564.7 3.97383e-06 17.6853 2.003e-07 0.001 3033 LS failed, Hessian reset
2499 2564.7 7.00069e-05 14.8665 1 1 3038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2703.33 0.00406416 200.782 0.2259 1 925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2558.65 0.000381625 45.1672 1 1 3997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2771.12 0.0044717 234.287 1 1 547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2565.09 6.62381e-05 23.0112 0.4794 1 3156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2628.35 0.000569322 57.4261 1 1 2402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2670.31 0.0194807 196.628 1 1 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2722.25 0.000877033 292.889 0.6249 0.6249 1043
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2108 2628.38 3.1909e-05 86.4185 8.506e-07 0.001 2452 LS failed, Hessian reset
3499 2559.41 0.000125069 52.6212 0.6126 0.6126 4119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2565.18 0.0101419 193.047 1 1 3281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2788.64 0.125678 312.723 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2673.72 0.00440045 566.124 1 1 2024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2727.76 0.0837812 382.409 1 1 1156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2629.06 0.00149086 38.6545 1 1 2568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2785 2565.41 6.61627e-06 25.2283 1.955e-07 0.001 3420 LS failed, Hessian reset
3599 2559.62 0.00013387 62.8 0.3378 0.3378 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2799 2565.42 0.00038952 44.6014 1 1 3436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2801.21 0.00557353 240.104 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2733.23 0.0011637 78.7497 1 1 1265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2675.28 0.000934633 126.166 1 1 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2629.4 4.79877e-05 76.3575 0.2798 0.2798 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2812 2565.44 1.45634e-05 38.4479 1.303e-07 0.001 3506 LS failed, Hessian reset
2313 2629.47 2.25077e-05 51.5733 1.245e-07 0.001 2750 LS failed, Hessian reset
3699 2559.7 2.89494e-05 78.6599 0.5529 0.5529 4361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2735.75 0.00385903 240.443 1 1 1376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1964 2677.45 7.486e-06 29.0753 1.475e-07 0.001 2256 LS failed, Hessian reset
799 2815.77 0.0523501 927.549 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2377 2629.6 3.87033e-05 29.7812 6.676e-07 0.001 2865 LS failed, Hessian reset
1999 2677.56 0.00764242 162.83 1 1 2295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2858 2565.47 8.04859e-06 27.418 1.486e-07 0.001 3611 LS failed, Hessian reset
3799 2559.85 0.0037616 94.9477 1 1 4481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2629.62 0.000181123 21.8439 1 1 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2737.01 0.000269836 41.6332 0.831 0.831 1497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2565.49 0.00279488 70.9677 1 1 3658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2822.07 0.00622544 132.5 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2560.3 0.01537 228.368 1 1 4595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2678.11 0.000228919 42.7031 1 1 2411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2630.26 0.00239669 108.474 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2737.42 0.000643362 70.1957 0.7712 0.7712 1614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2828.5 0.0184327 1157.16 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2143 2678.28 1.31104e-05 46.3277 4.011e-07 0.001 2509 LS failed, Hessian reset
2970 2565.55 1.07297e-05 36.4334 4.663e-07 0.001 3795 LS failed, Hessian reset
3999 2560.48 0.00038184 49.5606 1 1 4711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2565.55 2.11589e-05 30.4924 1 1 3828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2630.78 0.000168965 30.1029 1 1 3125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4016 2560.5 5.44874e-06 34.8101 1.785e-07 0.001 4774 LS failed, Hessian reset
1465 2738.28 1.5818e-05 57.3587 2.167e-07 0.001 1734 LS failed, Hessian reset
3024 2565.56 1.30385e-05 43.5704 1.482e-07 0.001 3913 LS failed, Hessian reset
1099 2835.57 0.00139872 54.5117 0.9842 0.9842 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2678.39 0.00022268 81.3627 0.602 0.602 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2753.24 0.0257228 2291.33 0.2292 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2738.63 0.000628047 410.256 0.6187 0.6187 1769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2560.54 5.18791e-05 15.9964 1 1 4882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3049 2565.56 3.19827e-06 11.67 1.461e-07 0.001 3992 LS failed, Hessian reset
2699 2630.85 6.30548e-05 15.4197 0.3599 1 3254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3058 2565.56 4.38622e-07 11.7609 0.03753 1 4007
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 2739.6 0.00666518 119.026 1 1 1878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2866.84 0.0431182 1706.27 0.5141 1 229 1199 2838.33 0.000746468 85.4244 1 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2707 2630.86 1.2282e-05 33.0287 5.721e-07 0.001 3308 LS failed, Hessian reset
4199 2560.59 2.48853e-07 17.4836 0.2202 0.2202 5005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2678.82 0.00034031 61.6354 0.7269 0.07269 2703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2722 2630.86 6.18441e-06 21.3822 4.315e-07 0.001 3367 LS failed, Hessian reset
1299 2843.04 0.00165802 348.905 0.5793 0.05793 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2740.3 0.00016855 39.2631 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2326 2678.89 1.05449e-05 42.5864 3.507e-07 0.001 2788 LS failed, Hessian reset
299 2888.22 0.0181465 611.708 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2630.99 7.39995e-05 43.7965 1 1 3458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2560.62 0.000196145 28.8434 1 1 5125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2844.75 0.013236 273.571 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2922.93 0.00724292 1157.58 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2740.6 0.00133192 112.947 1 1 2117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2395 2678.99 2.0148e-05 61.1106 4.565e-07 0.001 2913 LS failed, Hessian reset
4399 2560.71 0.000324942 15.207 1.223 0.1223 5241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2678.99 4.54255e-05 29.8933 1 1 2917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2870 2631.47 3.84046e-05 148.582 2.351e-07 0.001 3587 LS failed, Hessian reset
2406 2679 3.67168e-06 16.2904 2.313e-07 0.001 2961 LS failed, Hessian reset
2899 2631.66 0.000190286 89.5373 1 1 3616
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2935.28 0.00467919 219.463 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2847.43 0.000881845 267.492 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1844 2741.07 1.6602e-05 47.3024 6.339e-07 0.001 2206 LS failed, Hessian reset
2424 2679 6.60807e-06 27.6273 2.357e-07 0.001 3022 LS failed, Hessian reset
4466 2560.73 5.31902e-06 37.6252 1.303e-07 0.001 5372 LS failed, Hessian reset
1877 2741.21 1.05573e-05 32.772 5.594e-07 0.001 2287 LS failed, Hessian reset
1899 2741.24 0.000667551 35.339 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2436 2679.01 3.3254e-05 27.8556 2.631e-06 0.001 3072 LS failed, Hessian reset
4499 2560.74 1.88923e-05 20.3118 1 1 5411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2849.97 0.0149133 315.482 1 1 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2939.92 0.00190449 193.938 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2993 2631.85 2.19215e-05 71.678 1.377e-07 0.001 3778 LS failed, Hessian reset
2999 2631.86 0.000178174 45.9372 0.8917 0.8917 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2560.74 3.76085e-06 13.7375 0.2741 0.7431 5532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4603 2560.74 9.22873e-07 15.6348 0.2181 1 5537
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 2679.16 3.21828e-05 168.373 0.08475 0.08475 3153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2852.61 0.0172823 423.48 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2742.02 0.00711331 334.671 1 1 2433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2943.84 0.00389485 512.697 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2526 2679.19 1.82323e-05 48.8416 4.83e-07 0.001 3223 LS failed, Hessian reset
3069 2631.88 8.36508e-06 28.7976 1.418e-07 0.001 3917 LS failed, Hessian reset
2544 2679.21 2.59787e-05 29.1749 1.904e-06 0.001 3276 LS failed, Hessian reset
1733 2853.51 5.07131e-05 44.9635 5.545e-07 0.001 1974 LS failed, Hessian reset
3099 2631.88 7.39683e-06 13.892 1 1 3959
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2953.27 0.00127968 145.158 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2745.4 0.0369524 145.268 1 1 2545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2558 2679.21 4.17303e-06 19.1032 2.013e-07 0.001 3338 LS failed, Hessian reset
3101 2631.88 4.11038e-06 16.9382 1.685e-07 0.001 4005 LS failed, Hessian reset
2599 2679.25 0.00333318 122.554 1 1 3388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2853.97 0.00039242 51.8846 1 1 2055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3115 2631.88 4.24286e-06 14.8208 2.645e-07 0.001 4066 LS failed, Hessian reset
3119 2631.88 4.09531e-07 11.5238 0.04264 1 4072
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 2746.11 0.000622205 36.5128 0.8317 0.8317 2651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2960.66 0.00384878 94.104 0.9371 0.9371 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2202 2746.11 2.18864e-05 53.3573 7.73e-07 0.001 2700 LS failed, Hessian reset
2660 2680.02 0.000101861 316.505 4.667e-07 0.001 3496 LS failed, Hessian reset
1899 2855.86 0.0172541 109.072 0.1927 1 2171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2979.35 0.00258375 180.243 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1903 2855.87 1.1281e-05 44.1701 1.114e-07 0.001 2225 LS failed, Hessian reset
2699 2680.31 0.00196302 52.5804 1 1 3541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2747.21 0.00070997 284.429 1 1 2818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2747.68 0.000304011 40.642 1 1 2928
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2680.97 0.000188456 63.9651 0.7572 0.7572 3659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2987.06 0.000936791 157.994 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2856.91 0.00181687 79.9148 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2747.99 0.000254912 53.6046 1 1 3038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2681.07 0.000511942 52.6251 1 1 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2857.96 0.00146862 146.249 0.744 0.744 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2994.37 0.0021619 255.466 1 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2681.29 1.90801e-05 47.8149 0.6881 0.6881 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2748.4 0.0105728 284.14 2.587 0.2587 3157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2997.75 0.00207865 167.355 1.314 0.1314 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2858.5 0.000579649 58.9254 1 1 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2636 2748.53 1.4339e-05 54.0897 1.381e-07 0.001 3246 LS failed, Hessian reset
3040 2681.33 5.86862e-05 63.2551 7.014e-07 0.001 3991 LS failed, Hessian reset
2299 2858.97 8.64938e-05 55.2636 0.6409 0.6409 2669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3000.97 0.0105443 318.245 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2681.38 0.000600876 32.8346 1 1 4072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2687 2748.75 4.86737e-06 21.2208 1.729e-07 0.001 3345 LS failed, Hessian reset
2699 2748.77 0.000534018 73.1012 0.2945 1 3359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2861.02 0.00515632 228.314 0.3744 0.3744 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3156 2681.46 2.18674e-05 71.3395 1.253e-07 0.001 4193 LS failed, Hessian reset
1499 3001.8 0.00675772 685.107 0.4944 1 1689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2681.55 0.000249179 18.0685 1 1 4242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2745 2748.82 6.90662e-06 23.7041 1.349e-07 0.001 3475 LS failed, Hessian reset
2773 2748.82 9.72693e-06 28.188 1.235e-07 0.001 3550 LS failed, Hessian reset
2499 2862.68 0.000169161 51.7639 1 1 2894
3230 2681.57 1.64133e-05 21.9427 7.716e-07 0.001 4323 LS failed, Hessian reset Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3003.34 0.0004353 194.468 1 1 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2748.83 9.58252e-06 14.1042 1.358 0.4425 3590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2536 2864 2.16015e-05 91.9165 1.108e-07 0.001 2978 LS failed, Hessian reset
3299 2681.59 0.000113063 21.5295 1 1 4414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3003.77 0.000977172 119.583 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2864.61 8.8209e-05 120.014 0.4525 0.4525 3047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2749.08 0.000312582 65.3587 0.6981 0.6981 3703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2681.82 0.00676366 67.1702 1 1 4529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3004.2 0.00663084 87.1507 0.6542 0.6542 2024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2790.13 0.00132978 297.06 0.5422 0.5422 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2946 2749.47 4.69587e-05 100.902 1.002e-06 0.001 3822 LS failed, Hessian reset
2699 2865.35 0.000115012 35.1593 0.2743 0.2743 3169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2682.2 0.00130226 46.734 1 1 4640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3004.71 0.00248766 128.012 1 1 2136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2988 2749.7 1.22048e-05 51.0117 1.777e-07 0.001 3923 LS failed, Hessian reset
2999 2749.74 0.000247271 87.6664 1 1 3935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2950.69 0.0201679 394.476 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2748 2865.62 2.00418e-05 79.1868 1.072e-07 0.001 3297 LS failed, Hessian reset
3574 2682.51 6.83401e-06 23.1594 5.593e-07 0.001 4784 LS failed, Hessian reset
1999 3005.44 0.00106287 209.675 1 1 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2682.52 0.000399476 78.235 1 1 4816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2749.83 0.000213895 52.785 1 1 4053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2865.76 0.000142962 81.7249 1 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2016 3005.8 2.3565e-05 115.5 1.024e-07 0.001 2310 LS failed, Hessian reset
299 2971.38 0.0132347 327.262 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3623 2682.54 6.30481e-06 28.2159 2.817e-07 0.001 4894 LS failed, Hessian reset
2821 2865.8 1.4468e-05 57.4736 3.395e-07 0.001 3424 LS failed, Hessian reset
3162 2749.96 1.48753e-05 48.9757 3.355e-07 0.001 4169 LS failed, Hessian reset
3655 2682.54 3.28668e-06 13.8812 2.073e-07 0.001 4972 LS failed, Hessian reset
2099 3005.99 0.00250849 135.374 1 1 2402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2997.32 0.0102399 609.101 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2749.97 3.98697e-06 10.3888 1 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2864 2865.87 1.07536e-05 35.0133 6.208e-07 0.001 3525 LS failed, Hessian reset
3699 2682.55 6.90353e-05 23.4727 1 1 5028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2865.88 6.77692e-05 58.6682 1 1 3569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3205 2749.97 1.07822e-05 31.4621 1.235e-07 0.001 4273 LS failed, Hessian reset
2195 3006.31 2.90779e-05 35.6758 2.077e-06 0.001 2552 LS failed, Hessian reset
2199 3006.31 2.51479e-05 40.5643 1 1 2556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3015.98 0.00461244 821.139 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2866.21 0.00030682 95.2537 1 1 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2682.7 0.000813806 55.5707 0.6884 0.6884 5146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2750.03 0.0131498 215.14 1 1 4384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3005 2866.21 2.00391e-05 37.4702 1.425e-06 0.001 3730 LS failed, Hessian reset
599 3023.67 0.0034041 177.758 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3006.47 0.00433436 69.4763 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3870 2682.76 6.78898e-06 18.654 1.138e-07 0.001 5273 LS failed, Hessian reset
3399 2750.21 0.000366272 62.1218 1 1 4503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2682.77 3.24541e-05 41.7239 0.3659 0.5087 5306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2866.42 2.90392e-05 111.143 4.776e-07 0.001 3898 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3035.62 0.0129178 489.988 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3006.98 0.0011525 35.6442 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2682.83 0.00175076 92.1066 1 1 5418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3497 2750.26 4.88391e-05 34.2757 8.982e-07 0.001 4668 LS failed, Hessian reset
3499 2750.26 4.45425e-05 28.46 22.12 0.2212 4673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3528 2750.27 3.35814e-07 10.8165 0.01138 1 4719
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
799 3039.26 0.00120475 195.332 0.5687 0.5687 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2866.57 0.000549691 166.721 0.1561 0.7705 4018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3007.66 0.000473654 49.5454 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4086 2682.88 8.87263e-06 22.6742 1.123e-07 0.001 5568 LS failed, Hessian reset
2599 3007.95 0.000246476 163.602 0.2774 0.02774 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2855.08 0.000715815 270.53 0.6436 0.6436 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2682.89 0.000105765 26.0758 0.1554 1 5583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3041.93 0.000638652 474.034 0.4147 0.4147 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2866.87 0.00926401 167.946 0.6347 0.6347 4136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2638 3007.99 6.06799e-06 23.9168 6.375e-07 0.001 3102 LS failed, Hessian reset
3399 2867.94 0.000376593 72.6107 1 1 4252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2682.89 2.46833e-06 12.8687 0.08336 1 5713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3045.53 0.000185889 187.535 0.6126 0.6126 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4202 2682.89 9.7149e-06 12.5142 1 1 5718
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 2972.89 0.0228901 1374.51 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3008.09 0.000662047 38.648 1.031 0.1031 3173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2868.46 0.000475579 98.8325 0.7249 0.7249 4367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3051.25 0.00180152 271.789 0.26 0.26 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3020.57 0.00246776 385.544 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3008.33 0.000163254 48.7944 0.2611 0.2611 3285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3056.17 0.00969082 332.423 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3564 2868.56 3.09239e-06 11.5233 9.717e-08 0.001 4525 LS failed, Hessian reset
2852 3008.38 4.35734e-06 22.368 9.991e-08 0.001 3382 LS failed, Hessian reset
399 3070.82 0.00258647 933.213 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3573 2868.56 8.43525e-06 40.5439 1.998e-07 0.001 4576 LS failed, Hessian reset
3599 2868.57 0.00013228 43.8425 1 1 4604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3604 2868.57 9.26183e-06 13.003 6.531e-07 0.001 4647 LS failed, Hessian reset
1299 3059.31 0.000997389 477.783 0.3904 0.3904 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2883 3008.41 6.28312e-06 29.8634 9.827e-08 0.001 3463 LS failed, Hessian reset
2899 3008.42 4.62023e-05 74.5451 0.4731 0.4731 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3082.2 0.00164154 184.066 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2798.28 0.000609314 356.828 0.287 0.287 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2868.64 0.000139649 33.2302 0.4878 0.4878 4772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3061.9 0.000842059 109.54 0.3462 0.3462 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3008.53 0.0017164 40.6544 1 1 3598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3102.99 0.0023067 253.977 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2834.02 0.00392023 411.061 0.1769 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2869.09 0.000381 145.145 0.1205 1 4896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3063.51 0.000959012 99.9469 0.8139 0.8139 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3009.05 4.71353e-05 59.3205 0.3953 0.3953 3713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3108.85 0.00146487 709.812 0.1304 1 783
99 2650.43 0.00100168 149.469 0.4605 0.4605 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2896.07 0.0163121 1322.98 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3064.52 0.000211654 102.027 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3009.24 0.000229223 96.9067 0.566 0.566 3821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3113.45 0.0058023 396.19 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2756.12 0.316512 817.356 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3897 2869.18 1.67344e-05 38.033 6.817e-07 0.001 5058 LS failed, Hessian reset
3899 2869.18 2.83713e-06 25.2921 0.8674 0.8674 5060
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3236 3009.28 7.84326e-06 45.5162 1.279e-07 0.001 3912 LS failed, Hessian reset
399 2928.9 0.00906911 258.562 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3917 2869.19 2.82123e-07 11.8497 0.0413 1 5094
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 3066.88 0.0493414 905.807 1 1 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3119.02 0.00153707 72.4642 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2844.2 0.0149995 306.908 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3290 3009.29 2.24648e-06 12.2183 1.091e-07 0.001 4027 LS failed, Hessian reset
3299 3009.29 2.30532e-05 11.7606 1 1 4037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2951.8 0.0082068 2119.27 0.2722 0.2722 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3069.71 0.00320528 179.931 0.8605 0.8605 2002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2891.46 0.00605616 1209.58 0.3901 0.3901 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3120.57 0.00540167 270.838 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3009.48 0.000107526 20.4577 0.8153 0.8153 4149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3070.78 0.00037028 115.033 1 1 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2901.92 0.0402021 217.714 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2968.07 0.00450623 412.666 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3442 3009.54 5.32781e-06 26.873 2.227e-07 0.001 4244 LS failed, Hessian reset
1099 3129.79 0.000800585 162.48 0.4762 0.9718 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3009.61 0.000243064 64.161 1 1 4310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3071.18 0.000410801 53.9166 1 1 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2978.36 0.00181537 450.556 0.3671 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3502 3009.61 4.282e-06 21.4215 1.002e-07 0.001 4359 LS failed, Hessian reset
599 2960.44 0.01275 231.942 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3132.29 0.00024081 222.55 0.2048 0.2048 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2989.93 0.000490919 431.782 0.2181 0.2181 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3071.62 0.000130608 39.1373 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3559 3009.63 4.92397e-06 20.8597 3.441e-07 0.001 4470 LS failed, Hessian reset
699 2995.3 0.00192398 342.624 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3582 3009.64 1.80404e-05 40.0802 8.99e-07 0.001 4540 LS failed, Hessian reset
1299 3137.15 0.0225067 406.264 0.5163 1 1471 3599 3009.65 6.31647e-05 35.756 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2995.2 0.000344684 175.261 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3072.09 0.000675506 29.8506 1 1 2465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3022.61 0.00562133 414.363 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3010.38 0.0286651 677.003 1 1 1103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3009.78 0.00241381 84.4922 1 1 4684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3138.86 0.0171073 653.55 0.3179 1 1581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3072.33 7.32859e-05 22.1627 0.7482 0.7482 2589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3066.92 0.00380504 347.9 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3017.11 0.00203099 133.562 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3140.08 0.00162251 185.245 1 1 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3770 3009.81 2.06328e-05 38.9813 1.498e-06 0.001 4802 LS failed, Hessian reset
2399 3072.62 0.000936048 83.8198 0.7085 0.7085 2708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3009.81 2.12015e-05 13.6327 0.3409 0.7407 4847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3076.84 0.00130285 437.596 0.9236 0.9236 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3140.88 0.00240423 308.996 1.043 0.1043 1806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2426 3072.73 1.90703e-05 66.0163 9.763e-08 0.001 2786 LS failed, Hessian reset
1199 3031.65 0.00070404 355.6 0.393 0.393 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3825 3009.82 3.79514e-06 23.1071 1.434e-07 0.001 4916 LS failed, Hessian reset
1099 3087.58 0.0172337 151.448 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3072.96 6.42518e-05 36.0014 0.348 0.0348 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3141.27 8.58965e-05 26.4925 0.4808 0.4808 1919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3009.84 0.00307449 164.595 1 1 5002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3038.42 0.0101176 612.489 0.6849 0.06849 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3091.67 0.00345357 239.156 1 1 1325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3942 3009.93 8.96912e-06 41.8815 2.991e-07 0.001 5098 LS failed, Hessian reset
2599 3073.17 0.000117696 49.1313 0.4941 0.4941 3003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3050.89 0.00432812 255.307 0.6752 0.6752 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3965 3009.94 4.21357e-06 25.0264 1.896e-07 0.001 5169 LS failed, Hessian reset
1799 3142.36 0.00239607 253.846 1 1 2036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3009.95 0.000289991 35.8077 0.2121 1 5205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3095.02 0.00310366 91.1115 1.362 0.1362 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3053.83 0.00379503 90.7106 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3146.5 0.00149285 143.465 1 1 2145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3073.24 0.00287675 89.5766 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3105.12 0.0173576 90.6132 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3009.99 6.26736e-05 10.3529 1 1 5322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3060.51 0.000378423 146.157 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3146.92 0.000190108 37.3707 1 1 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3073.36 7.98434e-05 27.2484 0.3303 1 3259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4139 3010.01 2.24939e-05 80.5378 2.997e-07 0.001 5419 LS failed, Hessian reset
1499 3110.71 0.0287865 239.755 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3064.82 0.00983626 1160.08 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4178 3010.01 1.33341e-05 24.5153 6.854e-07 0.001 5501 LS failed, Hessian reset
2899 3073.57 0.0123059 470.94 0.2507 1 3367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4191 3010.01 1.85995e-06 6.98671 0.2287 1 5517
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 3147.41 0.00128669 164.595 1 1 2369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2907 3073.77 6.26301e-05 254.666 1.031e-07 0.001 3414 LS failed, Hessian reset
1599 3112.97 0.00534514 307.907 0.4146 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3066.35 0.00184851 122.705 0.9762 0.9762 2022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2193 3147.67 2.67134e-05 99.5044 2.973e-07 0.001 2523 LS failed, Hessian reset
2199 3147.67 0.000172602 84.5554 1 1 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3114.37 0.00464132 197.775 1 1 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3069.22 0.00604112 93.67 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2997 3074.22 6.09024e-06 33.7176 1.66e-07 0.001 3572 LS failed, Hessian reset
2999 3074.22 3.59641e-05 32.7229 1 1 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
2299 3148.19 0.000271802 86.169 0.6013 0.6013 2640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2591.64 0.0364798 1226.25 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3074.33 0.00138721 50.4555 1 1 3691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3115.21 0.00010293 185.726 0.3176 0.3176 1988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3071.82 0.000274002 87.5961 1 1 2244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2652.09 0.00141195 235.072 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3103 3074.33 2.09329e-05 74.8019 4.086e-07 0.001 3737 LS failed, Hessian reset
199 2697.38 0.00635218 188.949 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3116.71 0.00276938 116.406 1 1 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3072.69 0.0026463 96.2742 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2395 3148.33 1.54651e-05 66.8026 2.598e-07 0.001 2800 LS failed, Hessian reset
2399 3148.33 5.31778e-05 55.4209 1 1 2804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2762.69 0.00808261 548.871 0.2155 1 337
3162 3074.36 4.2275e-06 13.9824 9.454e-08 0.001 3854 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2769.87 0.0120565 325.028 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3118.9 0.0158786 1652.6 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3074.37 2.05754e-05 15.1648 1 1 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3073.36 0.000138202 37.8554 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3148.55 0.000682934 47.8679 1 1 2919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2830.29 0.0268835 1793.72 0.6285 0.6285 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3256 3074.41 1.10058e-05 31.158 9.206e-08 0.001 4009 LS failed, Hessian reset
299 2883.62 0.00313796 186.539 1 1 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3074.01 0.00111887 325.273 0.08815 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3148.89 0.00116294 173.873 1 1 3032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3122.08 0.000294783 77.0763 1 1 2321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3074.45 3.92628e-06 11.4975 0.7399 0.7399 4060
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2969.36 0.00720853 843.714 0.9339 0.9339 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2915.59 0.0309454 396.874 0.1122 0.9255 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3074.56 0.000215658 47.2967 1 1 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3123.53 0.00470013 176.441 1 1 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3150.2 0.000248685 163.071 0.1817 0.1817 3142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3074.46 3.77171e-05 18.4586 1 1 4184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2990.24 0.00267123 320.397 0.9948 0.9948 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3076.53 0.00126754 50.4251 0.7365 0.7365 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2949.08 0.0950598 1391.7 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3125.55 0.00204288 108.644 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3074.54 0.00102324 34.2071 1 1 4298
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3003.14 0.00420549 136.155 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3150.4 9.14444e-05 34.1581 1.009 0.1009 3271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3077.66 0.00969064 76.1331 1 1 2908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2984.52 0.000624697 61.6767 1 1 690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3507 3074.54 7.59151e-06 30.47 4.643e-07 0.001 4355 LS failed, Hessian reset
2399 3126.54 0.0004149 154.358 1 1 2665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3031.76 0.0177209 1557.2 0.767 0.767 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2877 3150.58 1.48522e-05 57.6426 9.235e-08 0.001 3409 LS failed, Hessian reset
3599 3074.61 1.08769e-05 45.4361 0.4681 1 4472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2988.22 0.0105238 314.638 0.9775 0.9775 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3078.59 0.00329219 83.49 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3150.64 0.000529693 79.9102 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3127.01 0.000745253 211.544 1 1 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2726.26 0.0519384 811.521 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3665 3074.62 6.95739e-06 32.5187 2.061e-07 0.001 4594 LS failed, Hessian reset
899 3054.89 0.0119833 704.926 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3005.84 0.00935244 393.233 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3074.62 7.66264e-05 19.7765 1 1 4638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3127.56 0.000510902 166.667 1 1 2884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2797.98 0.0167195 387.544 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3711 3074.62 2.29755e-05 21.2808 1.275e-06 0.001 4689 LS failed, Hessian reset
2962 3150.68 3.43501e-06 19.9325 1.596e-07 0.001 3571 LS failed, Hessian reset
2779 3079.06 2.3306e-05 68.439 8.45e-07 0.001 3171 LS failed, Hessian reset
2799 3079.12 0.000156808 84.7831 1 1 3191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3750 3074.63 1.38862e-06 14.9601 0.05326 1 4740
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3061.26 0.00853647 440.445 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2989 3150.69 1.22423e-05 25.2419 7.794e-07 0.001 3644 LS failed, Hessian reset
2999 3150.69 3.28866e-05 54.3294 1 1 3654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3013.83 0.00809153 201.777 0.7801 0.07801 1026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3127.78 0.00170038 22.1965 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3007 3150.69 4.21468e-06 17.7219 9.502e-08 0.001 3702 LS failed, Hessian reset
2844 3079.4 9.14715e-06 45.2593 1.229e-07 0.001 3287 LS failed, Hessian reset
299 2899.51 0.0303031 297.106 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3081.21 0.00538264 356.966 1 1 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3031 3150.7 4.88622e-06 22.3271 1.009e-07 0.001 3775 LS failed, Hessian reset
2899 3079.54 0.000630277 25.8594 1 1 3345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3022.34 0.00249942 573.033 0.3709 0.3709 1143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3128.43 0.000119302 57.4158 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2962.05 0.00865939 409.701 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3094.22 0.00685224 552.572 1 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3079.7 0.000154799 36.4876 0.2604 0.5856 3468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3082 3150.79 1.29958e-05 71.4798 1.326e-07 0.001 3884 LS failed, Hessian reset
2854 3129.39 1.09883e-05 64.9909 1.211e-07 0.001 3229 LS failed, Hessian reset
3099 3150.81 0.000131765 43.7407 1 1 3904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3037.75 0.0084286 391.5 0.4451 1 1251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2996.02 0.00323062 308.804 0.9487 0.9487 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3129.6 0.00021 39.5269 1 1 3278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3105.26 0.0123617 995.206 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3080.08 0.000531334 25.0202 1 1 3581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3107 3150.81 1.06919e-05 40.5939 4.099e-07 0.001 3964 LS failed, Hessian reset
1199 3045.39 0.00494154 312.316 1 1 1365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3129.82 0.000522068 24.4687 1 1 3397
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3023.63 0.00178401 126.564 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3080.51 0.000543245 87.67 1 1 3692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3148 3150.83 1.00405e-05 54.8297 1.339e-07 0.001 4062 LS failed, Hessian reset
1399 3110.74 0.00416732 83.5398 1 1 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3055.31 0.00353436 334.188 0.8016 0.8016 1477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3150.85 1.26239e-05 20.0755 1 1 4136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3129.93 0.000152303 31.3107 1 1 3517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3084.39 0.00259895 118.283 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3080.94 0.00122319 73.4962 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3117.26 0.00371991 169.38 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3235 3150.87 1.08183e-05 50.2832 2.796e-07 0.001 4229 LS failed, Hessian reset
3199 3130.04 0.000360525 59.0833 0.247 1 3633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3063.67 0.000592621 144.514 1 1 1588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3081.21 0.000311605 61.9252 1 1 3911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3124.38 0.00455168 1471.65 1 1 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3200 3130.04 7.85421e-06 41.8008 1.329e-07 0.001 3677 LS failed, Hessian reset
3299 3150.92 0.000112615 26.429 1 1 4306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3403 3081.22 5.08141e-05 157.199 6.929e-07 0.001 3957 LS failed, Hessian reset
1599 3125.38 0.00115938 294.517 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3229 3130.07 3.52941e-06 20.8924 1.308e-07 0.001 3754 LS failed, Hessian reset
3340 3150.92 2.88906e-06 13.2688 9.74e-08 0.001 4399 LS failed, Hessian reset
1499 3067.62 0.000514718 150.126 1 1 1702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3140.41 0.00196465 118.535 1 1 1027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3132.36 0.00239814 208.534 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3081.39 0.00494425 169.319 0.8502 0.8502 4077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3151.07 0.0218752 370.16 1 1 4474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3130.52 0.00282838 151.926 1 1 3837
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3073.29 0.0436479 1284.73 1 1 1811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3148.84 0.00720762 581.46 1 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3143.95 0.0807291 1394.49 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3545 3081.64 1.47249e-05 68.5344 1.22e-07 0.001 4168 LS failed, Hessian reset
3499 3151.52 0.000885571 28.5993 1 1 4590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3131.8 0.00925773 229.553 1 1 3948
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3080.72 0.00112341 329.896 1 1 1922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3081.69 2.22176e-05 30.4116 0.6975 0.6975 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3159.92 0.0238942 1689.83 0.2061 0.2061 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3162.34 0.000741728 90.39 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3132.78 3.22783e-05 16.8339 1 1 4061
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3151.78 0.000126563 78.2129 1 1 4701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3085.96 0.000745222 71.6471 1 1 2032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3082.32 0.000674036 56.7716 0.3488 0.3488 4347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3165.88 0.0067325 172.341 1 1 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3539 3132.93 2.24611e-05 75.2084 8.198e-07 0.001 4148 LS failed, Hessian reset
1199 3189.45 0.0174745 526.124 0.643 0.643 1363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3637 3151.86 7.65972e-06 22.4596 8.644e-08 0.001 4803 LS failed, Hessian reset
1899 3088.49 0.00417432 193.349 0.7964 0.7964 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3082.89 0.000951835 77.6457 1 1 4456 3599 3133.08 0.000451507 54.9934 1 1 4210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3167.01 0.0006769 83.8428 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3209.28 0.0137326 289.594 1 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3151.91 0.000105502 16.918 1 1 4875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3083.09 0.00150383 66.7134 1 1 4568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3133.57 0.000147775 135.473 0.2746 0.2746 4327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3089.94 0.00175399 96.6096 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3168.35 0.00450219 240.834 0.6547 0.6547 2451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3924 3083.12 4.992e-06 23.4966 1.123e-07 0.001 4646 LS failed, Hessian reset
1399 3220.49 0.0018609 219.784 1 1 1581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3734 3133.64 3.57175e-06 20.7494 1.54e-07 0.001 4408 LS failed, Hessian reset
3777 3151.96 8.82684e-06 36.9907 3.178e-07 0.001 5011 LS failed, Hessian reset
2039 3091.11 2.20367e-05 70.2343 5.328e-07 0.001 2340 LS failed, Hessian reset
3799 3151.96 8.94346e-06 12.8923 0.7162 0.7162 5037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3169.73 0.000703423 250.399 1 1 2557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3083.18 0.000942103 70.7135 0.6493 0.6493 4727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3780 3133.66 1.15596e-10 31.6889 1.912e-07 1 4487
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
99 2766.23 0.0397256 326.424 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3228.06 0.00520625 205.046 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3091.88 0.0190293 872.431 1 1 2402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4038 3083.26 1.26274e-05 69.5799 1.644e-07 0.001 4814 LS failed, Hessian reset
2326 3169.91 1.80437e-05 61.8619 4.62e-07 0.001 2633 LS failed, Hessian reset
3899 3151.98 0.000109972 30.475 0.04552 1 5164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2818.31 0.0611822 815.387 0.4356 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3170.3 0.000249247 128.757 1 1 2713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3092.78 0.00215186 259.345 1 1 2515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3083.37 0.000152407 39.2093 1 1 4886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3232.42 0.00240737 96.6676 1 1 1808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3942 3151.98 2.9883e-06 11.6275 2.096e-07 0.001 5267 LS failed, Hessian reset
3947 3151.98 1.53699e-06 11.3898 1.552 0.1552 5274
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2445 3171.25 1.20432e-05 64.2984 2.095e-07 0.001 2811 LS failed, Hessian reset
299 2880.37 0.0438742 614.231 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4137 3083.42 2.05062e-05 40.2954 6.358e-07 0.001 4975 LS failed, Hessian reset
1699 3235.65 0.00600115 77.1933 1 1 1918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3093.58 0.00188275 59.1139 1 1 2627
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3171.93 0.00559206 130.85 1 1 2869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3083.44 2.65047e-05 14.6954 0.4653 0.4653 5048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2943.06 0.00908251 453.268 0.8733 0.8733 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3083.66 0.000213762 52.2536 1 1 5157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3094.72 0.0184419 227.659 1 1 2740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3237.06 0.00886905 237.325 1 1 2032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3172.32 0.00385686 254.234 1 1 2990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2966.61 0.0327754 1205.22 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4362 3083.68 3.71253e-07 8.15678 5.362e-08 0.001 5280 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 3239.05 0.00677082 345.244 1 1 2142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3173.3 0.00592256 86.2206 1 1 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2473 3098.89 4.45856e-05 159.407 1.993e-07 0.001 2910 LS failed, Hessian reset
2499 3099.75 0.00686453 289.766 1 1 2939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3001.59 0.00628164 629.22 0.03747 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3240.07 0.00104289 37.1159 1 1 2257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3173.78 0.00024578 134.991 1 1 3213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3101.27 0.00013597 111.356 0.2809 0.2809 3044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3032.75 0.00583323 570.613 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3240.63 0.0118289 236.104 1 1 2368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3175.16 0.0165666 290.35 1 1 3326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3097.07 0.00759841 179.864 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3101.82 0.000622325 131.063 0.1327 1 3159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3241.23 0.000241887 79.8788 0.4418 0.4418 2484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3175.92 0.000101156 152.275 0.5283 0.5283 3437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3118.38 0.00682466 228.004 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2746 3102.03 3.25797e-05 106.872 5.117e-07 0.001 3256 LS failed, Hessian reset
3099 3176.1 0.000272239 27.8091 0.96 0.96 3558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3242.04 0.000759375 193.248 1 1 2590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3102.2 0.00023276 67.5035 0.3269 0.3269 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3143.2 0.00140961 1041.85 0.3473 0.3473 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3242.89 0.000387783 202.543 0.3322 1 2700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3176.86 0.00175306 73.7786 1 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3102.47 0.000337408 76.6731 0.4671 0.4671 3436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2819.51 0.0058608 180.547 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3103.01 0.00098205 24.1943 1 1 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3243.65 0.00551903 474.385 0.9731 0.9731 2814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3164.87 0.000600629 118.313 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2870.47 0.240333 2235.36 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3178.2 0.0273207 1012.04 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3249.88 0.00280383 187.424 1 1 2921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3104.15 0.0022332 306.043 0.6269 0.6269 3663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3172.57 0.00121602 225.26 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3181.33 0.00254883 186.375 0.2703 1 3902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2908.58 0.023315 360.138 0.3798 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3160 3104.45 3.99556e-06 17.1585 2.391e-07 0.001 3784 LS failed, Hessian reset
3442 3181.61 1.41571e-05 83.2565 1.385e-07 0.001 4005 LS failed, Hessian reset
2699 3250.5 0.000661346 114.524 1 1 3036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3181.71 0.00212388 239.421 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3104.5 0.00022488 55.4324 1 1 3829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3008.34 0.0273481 2380.65 0.4016 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3182.13 0.000667478 259.54 1 1 4071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3251.08 0.000152467 34.9368 1 1 3150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3187.01 0.000376606 112.325 0.2071 0.2071 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3250 3104.54 2.79505e-05 32.8546 9.498e-07 0.001 3933 LS failed, Hessian reset
499 3091.47 0.00413997 721.19 0.6411 0.6411 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3183.12 0.000224073 90.2388 0.5065 1 4186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3196.46 0.000392471 131.158 0.6906 0.6906 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3282 3104.56 4.59915e-06 18.1231 2.622e-07 0.001 4017 LS failed, Hessian reset
2858 3251.27 7.92358e-06 43.5302 1.445e-07 0.001 3278 LS failed, Hessian reset
3299 3104.57 3.93178e-05 15.5842 0.3044 1 4036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3183.46 0.000316405 97.1896 1 1 4308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3108.63 0.00163242 363.478 0.8312 0.8312 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3251.32 0.000335251 60.9218 1 1 3325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3104.64 0.000168547 12.3281 0.7716 0.7716 4150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3203.55 0.00418624 310.697 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3183.74 0.00010964 59.3506 0.07928 0.4768 4419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3124.63 0.102586 461.386 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3401 3104.64 2.85962e-06 12.5597 2.443e-07 0.001 4195 LS failed, Hessian reset
2999 3251.48 0.000257146 210.028 0.1792 1 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3184.43 0.00366484 89.8564 1 1 4529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3213.46 0.0412141 1062.55 1 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3903 3184.44 2.20393e-05 120.173 1.75e-07 0.001 4583 LS failed, Hessian reset
3499 3104.7 0.00016269 26.0844 1 1 4319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3156.96 0.00996285 940.919 0.2596 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3254.81 0.00569398 68.8531 1 1 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3224.32 0.0356846 429.738 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3105.2 0.0119349 340.001 1 1 4429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3955 3184.58 4.63548e-06 27.1763 2.248e-07 0.001 4693 LS failed, Hessian reset
899 3169.97 0.00261154 769.607 0.4578 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3184.61 0.000113109 54.2001 1 1 4744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3255.89 0.0194586 551.479 1 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3237.79 0.00484709 206.147 1 1 2134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3179.78 0.00338378 750.574 0.4516 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3674 3105.6 7.27256e-06 26.3364 4.035e-07 0.001 4556 LS failed, Hessian reset
4099 3184.67 0.000398817 32.7921 1 1 4864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3105.65 0.000265598 60.0765 1 1 4582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3256.22 0.000620049 64.798 1 1 3778
1999 3240.61 0.000695905 55.7175 1 1 2250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4155 3184.74 5.88342e-06 27.0097 3.161e-07 0.001 4971 LS failed, Hessian reset
1099 3212.22 0.00449563 629.544 1 1 1215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3106.22 0.00366459 89.0162 1 1 4694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3184.76 4.76289e-06 16.8732 0.9503 0.9503 5031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3250.07 0.00103252 128.996 0.2729 0.925 2364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3256.77 0.0103594 223.767 1 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3219.81 0.0012676 342.762 0.3022 1 1327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2877.28 0.00757151 272.499 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3106.36 0.00231881 50.0148 1 1 4819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3184.85 0.000161017 39.166 0.6066 0.6066 5146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3251.58 0.000261065 77.4365 1 1 2478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3257.31 0.00367285 69.9694 1 1 4008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3234.87 0.00346797 258.331 1 1 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2936.43 0.0028097 487.32 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3106.52 1.33327e-05 10.6181 1 1 4935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4356 3184.93 1.20227e-05 49.2552 5.307e-07 0.001 5254 LS failed, Hessian reset
2299 3254.12 0.00155741 269.817 0.06853 0.8381 2594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3257.47 6.16235e-05 44.6316 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3184.95 0.000218292 77.1313 0.2396 1 5303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3238.49 0.00124123 260.813 1 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3106.72 4.35176e-05 18.1151 0.5637 0.5637 5050
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2965.84 0.0471757 1287.38 0.4647 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3185.01 6.2808e-05 10.2458 1 1 5416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3255.54 0.00120681 187.233 0.5947 0.5947 2705
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3257.81 0.00095586 66.014 1 1 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4506 3185.01 2.98774e-06 15.9719 1.101e-07 0.001 5474 LS failed, Hessian reset
1499 3257.83 0.0135647 1914.42 0.06104 1 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3256.14 0.00119472 192.02 1 1 2818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3720 3257.84 5.94415e-06 29.1997 2.775e-07 0.001 4310 LS failed, Hessian reset
4157 3106.77 3.50677e-06 14.6493 1.996e-07 0.001 5167 LS failed, Hessian reset
99 2909.78 0.00602108 633.404 0.2286 0.2286 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3029.09 0.00602055 663.772 0.5821 0.5821 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4168 3106.77 7.53762e-06 29.0585 2.129e-07 0.001 5219 LS failed, Hessian reset
1599 3274.17 0.0568677 437.227 1 1 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3106.78 2.50341e-06 13.663 0.7264 0.7264 5253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3185.02 4.45696e-05 12.1128 1 1 5590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3056.71 0.0109517 297.246 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3798 3257.89 2.8575e-06 16.5287 1.364e-07 0.001 4443 LS failed, Hessian reset
3799 3257.89 1.80071e-06 14.2855 1 1 4444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3259.57 0.000536279 99.8355 1 1 2927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2973.76 0.138882 770.339 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2952.17 0.00452362 440.86 0.06532 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3106.86 4.63953e-05 41.6978 0.2039 0.2039 5368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3185.07 3.26808e-05 25.1755 0.3349 0.3349 5708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3283.1 0.0013987 89.4446 1 1 1875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3258.01 0.00955663 70.3625 1 1 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3089.76 0.133399 5279.61 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3261.6 0.000609522 85.4303 1 1 3039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3111.71 0.0375841 1093.6 0.2562 0.9351 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2992.97 0.0275956 1089.81 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3185.09 5.57683e-06 15.2683 0.3409 1 5828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3107.17 0.00641231 62.6007 1 1 5482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4807 3185.09 3.18908e-06 17.245 1.096e-07 0.001 5879 LS failed, Hessian reset
1799 3288.74 0.0129279 309.664 0.5157 0.5157 1986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4820 3185.09 3.14948e-07 12.3847 0.1216 0.1216 5894
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 3262.14 0.000152052 72.0081 1 1 3152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3139.95 0.045501 363.173 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3974 3258.12 1.10421e-05 39.0358 3.928e-07 0.001 4710 LS failed, Hessian reset
299 3099.94 0.00207427 233.753 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3991 3258.13 2.07284e-05 7.40845 1 1 4730
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 3120.63 0.0541954 1100.67 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3107.8 0.00119533 24.9 1 1 5599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3292.31 0.00242639 104.526 1 1 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3262.75 0.00241207 28.5205 1 1 3269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3161.82 0.0054922 977.521 0.8609 0.8609 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3145.48 0.00118313 100.176 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3144.51 0.00862474 534.885 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4546 3108.08 6.47073e-05 234.281 1.423e-07 0.001 5720 LS failed, Hessian reset
1999 3293.38 0.00148596 35.4362 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3108.2 0.00124383 98.8821 0.9764 0.9764 5778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3263.69 0.00126949 90.2534 1 1 3377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3154.39 0.113535 1275.77 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3246.86 0.026822 533.807 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3196.52 0.00573058 334.905 0.7674 0.07674 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3108.32 0.000135928 23.813 1 1 5891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3294.63 0.000959172 72.7642 0.2671 0.2671 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3265.82 0.000157368 131.156 1 1 3487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3161.14 0.00259236 87.9395 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3272.41 0.124447 1347.94 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3220.91 0.00649482 357.29 0.4562 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4769 3108.51 1.11866e-05 33.1294 5.005e-07 0.001 6007 LS failed, Hessian reset
2199 3295.83 0.00162996 185.08 0.9851 0.9851 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3108.53 0.000988402 24.2004 1 1 6044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3269.06 0.0101717 470.628 1 1 3602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3169.72 0.00179621 58.2909 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3300.42 0.042583 377.929 0.8167 0.8167 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3229.44 0.0263112 434.739 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3108.58 5.71881e-05 52.4474 0.6423 0.6423 6162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3297.51 0.000503384 52.5895 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3270.08 0.000554729 71.5904 0.4515 0.4515 3716
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3173.48 0.0581396 268.161 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3314.06 0.0381564 1041.9 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3316 3270.21 1.57064e-05 70.2924 3.313e-07 0.001 3777 LS failed, Hessian reset
4939 3108.59 4.303e-06 17.7138 1.35e-07 0.001 6292 LS failed, Hessian reset
2399 3298.57 0.00147167 59.7848 0.9413 0.9413 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3238.35 0.00196382 189.034 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3338.69 0.0203253 2259.87 0.4312 0.4312 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3270.47 0.000194026 138.268 1 1 3867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3175.58 0.00298731 92.6208 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3108.61 6.02428e-06 19.2444 0.04578 1 6363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3404 3270.47 5.48271e-06 29.7818 1.216e-07 0.001 3922 LS failed, Hessian reset
5047 3108.61 2.09161e-06 7.86209 0.2396 0.2396 6424
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3246.84 0.0105188 276.719 1 1 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3299.33 5.54296e-05 70.2941 0.1702 0.1702 2776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3349.46 0.00168043 116.313 0.9452 0.9452 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3178.54 0.00528392 134.45 1 1 1587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3496 3270.64 1.22716e-05 60.3927 2.84e-07 0.001 4064 LS failed, Hessian reset
3499 3270.64 3.76752e-05 40.9714 1 1 4067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3299.63 0.00112878 137.635 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3256.21 0.00653403 122.367 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3354.28 0.0100689 353.661 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3179.95 0.000260875 107.515 0.8661 0.8661 1699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3300.54 3.93267e-05 47.407 0.7387 0.7387 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3268.39 0.00690352 220.582 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3270.74 0.00546172 227.121 1 1 4183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3360.79 0.0121802 161.064 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3182.39 0.00269145 131.34 2.847 0.2847 1812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1249 3273.45 9.43639e-05 300.35 3.094e-07 0.001 1449 LS failed, Hessian reset
2799 3301.05 0.00030124 138.654 1 1 3110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3699 3271.38 0.00131857 169.49 1 1 4300
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3275.71 0.00116687 229.696 1 1 1503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3367.93 0.00105969 138.796 1 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3186.39 0.0551262 561.429 1 1 1934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3301.3 0.000673955 56.8954 1 1 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3780 3272.03 2.98055e-05 155.965 1.368e-07 0.001 4438 LS failed, Hessian reset
1399 3370.75 0.00391077 322.054 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3272.22 0.000471122 73.0772 1 1 4459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3280.12 0.00551567 73.7009 3.039 0.3039 1620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3194.09 0.00367543 178.125 0.3328 0.9835 2042
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3301.43 0.00012926 25.0377 0.4445 1 3354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3272.54 0.0017659 93.6915 1 1 4574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3373.74 0.00066752 66.2689 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3281.81 0.0097013 89.1712 1 1 1735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3194.88 7.91063e-05 30.8325 1 1 2157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3004 3301.43 2.2565e-05 35.9448 7.592e-07 0.001 3406 LS failed, Hessian reset
1599 3377.28 0.00659965 193.191 1 1 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3272.79 0.00583914 97.8124 1 1 4690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1541 3283.26 3.1035e-05 99.1863 2.617e-07 0.001 1847 LS failed, Hessian reset
1999 3196.45 0.0028259 156.25 1 1 2271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3301.5 7.36277e-05 27.3019 0.3541 0.3541 3532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3283.85 0.00024169 76.1515 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4042 3272.86 3.51116e-06 21.1066 1.723e-07 0.001 4782 LS failed, Hessian reset
1699 3379.65 0.0019578 78.0676 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3197.3 0.000642546 70.0045 1 1 2380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3302.79 0.000346441 32.4444 1 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3272.93 4.66946e-05 34.4861 1 1 4852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3285.42 0.000558898 198.622 1 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3380.95 0.000181628 38.4419 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3200.7 0.00263145 270.308 1 1 2495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4135 3272.95 8.13685e-06 44.0385 1.836e-07 0.001 4942 LS failed, Hessian reset
3299 3303.15 5.77474e-05 43.7605 0.6188 0.6188 3770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3286.25 0.00198611 73.3101 0.6375 0.6375 2145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1854 3381.14 6.06328e-06 17.9339 1.587e-07 0.001 2114 LS failed, Hessian reset
2299 3201.44 0.00195859 53.7612 1 1 2608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3272.98 0.000642114 20.5048 1 1 5031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3381.85 0.00869391 380.141 1 1 2166
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3347 3303.19 2.27043e-05 85.2883 3.278e-07 0.001 3870 LS failed, Hessian reset
3399 3303.23 0.000151763 27.2389 1 1 3932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3202.55 0.0041451 506.897 1 1 2720
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3273.63 0.00344782 139.096 1 1 5143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1876 3286.58 5.84214e-05 92.522 8.925e-07 0.001 2268 LS failed, Hessian reset
1899 3286.62 5.7012e-05 28.1611 1 1 2292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3384.72 0.00229679 102.55 1 1 2280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3203.45 0.000385187 79.6044 1.14 0.114 2834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3274.67 0.0375795 517.332 1 1 5253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1942 3286.89 3.60755e-05 62.0941 1.577e-06 0.001 2382 LS failed, Hessian reset
3499 3303.3 0.00402623 53.4976 1 1 4057
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3386.29 0.00219593 105.648 0.7705 0.7705 2394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3287.01 5.10908e-06 22.8799 0.04189 0.04189 2453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3205.22 0.0229314 650.894 0.1917 1 2953
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3276.23 0.0226154 164.863 1 1 5363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3303.39 4.63887e-05 22.7589 0.7483 0.7483 4177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3388.58 0.0123858 583.487 1 1 2503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3207.6 0.00133817 122.724 1 1 3071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3276.53 0.000362256 40.9263 0.7353 0.7353 5477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2070 3287.72 6.67123e-05 200.697 1.975e-07 0.001 2568 LS failed, Hessian reset
99 3091.24 0.0752655 985.893 1 1 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3287.9 0.0112712 464.164 1 1 2600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3011.88 0.05026 786.997 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3303.47 0.000158388 13.3363 0.6015 0.6015 4297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3276.73 0.000443712 39.1512 1 1 5595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3390.1 0.0111987 68.6211 1 1 2611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3208.69 0.00149435 199.203 0.5183 1 3176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3202.22 0.0268755 382.694 1 1 218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3288.56 0.00324602 209.674 1 1 2714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3119.03 0.0431398 823.763 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4706 3276.73 4.81157e-06 25.7093 1.41e-07 0.001 5648 LS failed, Hessian reset
3799 3303.61 0.00149847 107.801 0.2318 1 4419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3209.99 0.000307884 417.807 0.555 0.555 3291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3390.94 0.000765997 83.719 1 1 2731
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3233.33 0.0316876 788.881 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3175.2 0.0565882 2099.22 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4746 3276.75 2.67728e-06 15.5311 1.846e-07 0.001 5736 LS failed, Hessian reset
2274 3288.75 1.0269e-05 28.1199 1.766e-07 0.001 2843 LS failed, Hessian reset
2299 3288.8 0.000563738 32.3404 1 1 2870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3276.78 0.000860763 94.053 0.9014 0.9014 5802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3210.58 0.000221664 32.1052 1 1 3404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3893 3304.06 1.7444e-05 75.6326 1.805e-07 0.001 4587 LS failed, Hessian reset
3899 3304.08 0.00115519 166.626 1 1 4593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3206.19 0.00990705 235.808 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2308 3288.81 2.62579e-05 58.4766 6.025e-07 0.001 2923 LS failed, Hessian reset
2499 3391.13 0.00030038 46.1885 1 1 2845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3301.6 0.0256618 501.895 0.9218 0.9218 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3276.91 0.00135145 26.3083 1 1 5920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3081 3210.79 1.73184e-05 46.6262 1.916e-07 0.001 3545 LS failed, Hessian reset
499 3218.36 0.00594416 198.83 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3210.83 0.000509907 124.12 0.1677 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3304.34 2.49527e-05 19.2013 1 1 4713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3288.89 9.90989e-06 13.4018 0.8514 0.8514 3035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3391.76 0.00111396 192.509 1 1 2957
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3348.85 0.000343334 204.265 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3276.96 4.63578e-05 55.9787 0.3811 0.3811 6046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2409 3288.9 1.5165e-05 31.3934 9.128e-07 0.001 3110 LS failed, Hessian reset
599 3267.21 0.00347577 585.425 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3210.9 8.09748e-05 16.469 1 1 3685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3304.39 0.000674258 61.8227 0.457 1 4835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3392.01 0.000109119 36.0965 0.2252 1 3079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3381.16 0.00589987 307.805 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5055 3276.97 2.78461e-06 13.8324 3.003e-07 0.001 6153 LS failed, Hessian reset
2499 3289.08 0.00397494 56.8566 1 1 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5067 3276.97 5.01718e-06 23.0896 2.938e-07 0.001 6207 LS failed, Hessian reset
5070 3276.97 4.52964e-07 6.6717 0.5797 0.5797 6210
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3299 3211.5 0.000317702 220.317 0.1661 1 3793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3284.41 0.00183421 227.841 1 1 771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4176 3304.44 3.13465e-06 14.8345 1.643e-07 0.001 4962 LS failed, Hessian reset
699 3407.71 0.0025222 224.944 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3393.22 0.00763752 136.376 0.229 0.8246 3188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3304.44 5.55687e-05 18.1501 1 1 4992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3290.63 0.000711276 139.771 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3294.42 0.00175518 75.2487 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4229 3304.45 2.14822e-05 31.4757 1.098e-06 0.001 5069 LS failed, Hessian reset
2899 3395.21 0.000688146 188.856 1 1 3303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3393 3211.8 8.04378e-06 19.1397 1.71e-07 0.001 3955 LS failed, Hessian reset
99 3276.98 0.0541138 1232.25 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3211.8 1.64588e-05 34.7189 0.3027 0.3027 3963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3418.07 0.00328622 165.314 1 1 881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3291.63 0.00419931 164.253 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3404 3211.81 9.03545e-06 20.8843 5.826e-07 0.001 4008 LS failed, Hessian reset
899 3305.98 0.00408626 373.979 0.2593 0.2593 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3304.46 0.000426725 42.6154 0.4919 0.4919 5156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3419 3211.81 1.00177e-05 28.9303 2.141e-07 0.001 4072 LS failed, Hessian reset
199 3433.48 0.350394 2705.45 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3397.25 0.00110944 202.059 1 1 3418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3292.06 0.00048125 76.4703 0.4486 0.4486 3545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3428.57 0.00357397 254.205 1 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3309.97 0.0160088 302.269 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3536.05 0.0109796 1274.02 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4385 3304.5 5.75832e-06 25.2529 3.361e-07 0.001 5307 LS failed, Hessian reset
3494 3211.95 3.21071e-05 78.8686 7.652e-07 0.001 4216 LS failed, Hessian reset
3499 3211.97 0.000459085 64.962 1 1 4221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2847 3292.09 6.61293e-06 21.575 4.512e-07 0.001 3638 LS failed, Hessian reset
3099 3397.57 0.000901846 161.966 0.3675 1 3527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3304.5 4.77351e-06 14.1525 0.7387 0.7387 5323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4408 3304.5 4.25686e-07 15.5251 0.2506 0.9855 5335
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3441.87 0.0113593 804.425 1 1 1101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3292.15 0.00122505 96.6437 0.7527 0.7527 3695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3337.13 0.000436991 66.5703 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3212.15 0.00019789 16.7897 1 1 4337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3619.44 0.00970674 372.348 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2913 3292.29 2.51979e-05 75.1518 2.01e-07 0.001 3759 LS failed, Hessian reset
3199 3397.79 0.00143784 172.997 1 1 3639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3465.6 0.00466732 188.627 1 1 1208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3342.87 0.000163269 27.5563 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2959 3292.4 1.6088e-05 36.446 7.687e-07 0.001 3852 LS failed, Hessian reset
3699 3213.17 0.00246262 270.664 0.4269 1 4443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3212 3397.9 1.77596e-05 38.3568 1.323e-07 0.001 3709 LS failed, Hessian reset
499 3656.27 0.0154115 970.765 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3476.99 0.00426638 212.365 1 1 1320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3292.42 2.21606e-05 7.99902 1 1 3905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3344.9 0.0119405 151.976 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3398.01 0.000948842 55.0628 8.179 0.8179 3813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3757 3214.28 9.68224e-06 31.2556 2.052e-07 0.001 4574 LS failed, Hessian reset
1299 3483.26 0.00834773 280.557 1 1 1427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3689.74 0.00157573 511.067 0.5547 0.5547 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3214.57 0.00147517 335.22 0.6112 0.6112 4622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3292.47 4.9846e-05 19.2763 1 1 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3398.19 0.00408972 252.882 1 1 3926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3354.78 0.00533613 228.558 1 1 1572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3114 3292.48 6.62467e-06 21.8737 2.142e-07 0.001 4078 LS failed, Hessian reset
1399 3487.76 0.00446451 170.296 1 1 1532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3214.74 0.000471364 49.6436 1 1 4743
699 3719.76 0.0757441 712.305 1.816 0.1816 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3360.92 0.0309477 760.449 1 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3398.32 3.46865e-05 16.4769 0.9429 0.9429 4040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3490.11 0.0128217 202.702 1 1 1642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3961 3214.82 7.95338e-06 23.5838 4.248e-07 0.001 4861 LS failed, Hessian reset
3196 3292.54 8.23989e-06 26.0068 2.49e-07 0.001 4209 LS failed, Hessian reset
3199 3292.54 1.44377e-05 16.818 1 1 4212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3743.3 0.0103962 868.055 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3971 3214.82 3.30084e-05 16.6357 1.05e-06 0.001 4916 LS failed, Hessian reset
3599 3398.41 0.00240738 20.8194 1 1 4155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3214.83 3.5971e-05 32.0601 0.6945 0.6945 4950
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3224 3292.55 1.41613e-05 27.6087 6.626e-07 0.001 4286 LS failed, Hessian reset
1599 3362.38 0.0039551 221.012 1 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4012 3214.84 5.18372e-05 24.0376 1.255e-06 0.001 4999 LS failed, Hessian reset
1599 3492.26 0.00209803 144.527 1 1 1754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3758.48 0.00425915 463.789 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3398.61 4.75649e-05 59.2088 0.8059 0.08059 4270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3292.6 0.000235841 18.5616 1 1 4376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3367 0.00153171 95.7672 1 1 1918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4087 3215.02 9.70115e-05 49.1428 1.13e-06 0.001 5137 LS failed, Hessian reset
1699 3493.33 0.000331751 173.469 0.08922 1 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3215.06 0.000187664 37.7727 1 1 5151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3398.7 0.00400721 66.9327 1.307 0.1307 4389
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3766.23 0.043334 771.366 1 1 1136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3293.45 0.00188042 24.6866 1 1 4487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3494.15 0.00244964 58.8188 1 1 1979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3369.71 0.00125152 63.6034 1 1 2030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3418 3293.54 6.19321e-06 21.1929 1.979e-07 0.001 4557 LS failed, Hessian reset
4154 3215.12 1.78001e-05 28.6857 9.729e-07 0.001 5263 LS failed, Hessian reset
3865 3398.73 8.28936e-06 15.7417 9.344e-07 0.001 4507 LS failed, Hessian reset
3867 3398.73 7.96202e-07 9.12972 0.2696 0.891 4510
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1099 3770.84 0.000658955 137.097 1 1 1250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3448 3293.7 1.43705e-05 47.4606 1.987e-07 0.001 4633 LS failed, Hessian reset
4191 3215.13 3.78683e-06 13.6736 1.912e-07 0.001 5352 LS failed, Hessian reset
4193 3215.13 4.72354e-07 13.0199 0.07943 1 5356
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 3494.96 0.0016677 102.62 1 1 2091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3372.01 0.00269572 142.362 1 1 2141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3293.77 6.82564e-05 43.1883 0.2466 1 4693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3509 3293.77 3.03813e-06 9.54949 1.744e-07 0.001 4747 LS failed, Hessian reset
1999 3496.13 0.0166994 71.5818 1 1 2203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3775.93 0.000180128 271.826 0.5944 0.5944 1358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3372.52 0.00214755 118.903 1 1 2259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3293.84 9.93866e-05 12.1627 1 1 4853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3499.82 0.00173168 97.6933 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3779.2 0.00448897 459.499 0.383 0.383 1465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3616 3293.84 1.69239e-06 9.64515 2.173e-07 0.001 4915 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 3374.37 0.00199992 146.862 1 1 2371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3500.7 0.00185756 112.775 0.7339 0.7339 2431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3790.68 0.0184815 165.552 1 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3379.25 0.00646139 66.9169 1 1 2485
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2218 3500.81 4.46972e-05 101.24 6.087e-07 0.001 2491 LS failed, Hessian reset
1499 3796.81 0.00114123 480.881 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3501.07 0.00205639 428.118 0.1907 0.5362 2593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3380.6 0.0016659 51.4556 1 1 2594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3798.94 0.000249802 161.062 0.6745 0.6745 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3382.18 0.000545862 74.643 1 1 2707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3501.36 0.00127876 75.2996 1 1 2715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3803 0.00300809 304.636 1 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3382.85 0.0002867 29.0811 1 1 2819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3502.94 0.00075705 39.5116 1 1 2831
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3805.97 0.0438644 298.763 1 1 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3383.22 3.71333e-05 30.2971 1 1 2938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3232.19 0.050922 690.266 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2556 3503.2 5.06418e-05 111.927 5.464e-07 0.001 2938 LS failed, Hessian reset
1899 3814.32 0.103389 476.069 1 1 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3503.37 0.00123594 47.5313 1 1 2991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2688 3383.77 1.92318e-05 47.607 1.753e-07 0.001 3093 LS failed, Hessian reset
199 3486.56 0.00615628 669.735 0.4118 0.4118 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3383.98 0.00148926 120.801 1 1 3105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3817.1 0.00018172 90.0748 1 1 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3503.52 0.00467083 105.285 1 1 3111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3581.89 0.0547994 1251.97 0.5391 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3384.65 0.000436586 69.1768 0.7634 1 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3819.32 0.00386919 109.055 1 1 2361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2800 3384.65 1.12028e-05 23.3832 1.619e-07 0.001 3270 LS failed, Hessian reset
2744 3503.78 1.24969e-05 40.3133 2.424e-07 0.001 3207 LS failed, Hessian reset
399 3744.66 0.0894784 1785.3 0.7532 0.7532 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3503.88 0.000315142 40.9436 1 1 3278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3820.82 0.000249951 40.9684 1 1 2472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2879 3384.78 1.16911e-05 27.7545 1.71e-07 0.001 3406 LS failed, Hessian reset
2899 3384.82 0.000437656 37.4227 1 1 3429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3504.23 0.000605987 24.3522 0.9011 0.9011 3395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3792.85 0.0172798 374.485 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3821.53 0.00051909 45.5575 1 1 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3358.53 0.00151495 492.388 0.4338 0.4338 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3840.41 0.260533 4826.03 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3384.99 0.00120951 38.0587 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2966 3505.57 3.7135e-05 104.923 1.733e-07 0.001 3517 LS failed, Hessian reset
2399 3822 0.00298097 155.449 1 1 2692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3506.06 0.00276124 211.435 1 1 3552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3554.42 0.00325599 789.101 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3868.61 0.00938575 401.512 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3822.66 0.000138909 49.8279 1 1 2804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3039 3506.52 1.36351e-05 25.2898 1.471e-07 0.001 3651 LS failed, Hessian reset
3097 3385.52 4.68621e-05 87.2627 1.6e-07 0.001 3712 LS failed, Hessian reset
3099 3385.52 0.000155818 59.128 1 1 3714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3733.68 0.0224053 2053.69 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3506.77 0.00181557 147.631 1 1 3718
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3885.92 0.0110295 280.298 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3823.39 0.0125968 187.157 1 1 2919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3386.2 0.00202968 66.2134 1 1 3823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3787.05 0.00030225 260.216 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3507.21 2.57041e-05 25.3621 0.2833 0.2833 3834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3912.27 0.0108015 433.229 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3825.18 0.0528314 640.092 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3840.58 0.0322498 426.954 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3386.43 3.52956e-05 22.4301 1 1 3942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3259 3507.25 9.70929e-06 29.4495 5.089e-07 0.001 3951 LS failed, Hessian reset
999 3934.88 0.0123339 878.49 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3827.01 0.00360515 54.5482 1 1 3138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3865.19 0.0227443 3248.02 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3386.47 0.000187664 29.7118 0.6961 0.6961 4059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3293 3507.27 7.24102e-06 16.2026 1.538e-07 0.001 4045 LS failed, Hessian reset
3299 3507.27 6.64051e-05 30.8163 0.5117 0.5117 4052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3952 0.000659662 166.606 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3827.82 0.00413726 62.8628 1 1 3248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3987.54 0.00482036 988.973 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3386.96 0.00288415 107.396 0.4128 0.4128 4170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3507.71 0.000204013 34.0019 1 1 4169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3963.89 0.00932476 500.112 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3828.79 0.00108221 334.349 0.3536 0.3536 3367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4058.95 0.00157297 951.229 0.8041 0.8041 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3387.73 0.013551 175.449 1 1 4291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3274.48 0.00980805 853.455 0.8927 0.8927 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3974.67 0.000667665 263.169 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3460 3508.24 1.45189e-05 46.4006 2.175e-07 0.001 4308 LS failed, Hessian reset
3099 3829.33 0.00123224 60.1861 1 1 3485
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3508.39 0.000977561 64.7318 1 1 4353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4078.31 0.000458989 128.86 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3567.06 0.0715218 1792.86 1 1 240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3687 3388.23 1.70864e-05 49.4379 3.332e-07 0.001 4435 LS failed, Hessian reset
1399 3984.45 0.00316974 119.949 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3513 3508.42 1.42347e-05 46.0821 2.442e-07 0.001 4408 LS failed, Hessian reset
3699 3388.27 0.00206265 76.3125 1 1 4449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3829.54 0.00133488 196.945 1 1 3596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4084.98 0.00303308 267.221 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3724.72 0.0207172 893.896 1 1 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3508.59 0.00574702 147.77 4.333 0.4333 4518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3388.59 0.000249646 79.0731 0.0379 1 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3987.31 0.000420295 171.034 0.1687 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3829.88 0.000135258 38.4313 0.7225 0.7225 3710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4106.41 0.000417999 174.585 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3823.98 0.0251044 888.323 3.125 0.3125 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3388.78 0.000760313 37.8847 0.7435 1 4691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3312 3829.94 4.07577e-05 102.131 8.236e-07 0.001 3762 LS failed, Hessian reset
1599 4004.42 0.000559621 169.246 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3688 3508.92 2.68572e-05 36.8409 1.436e-06 0.001 4673 LS failed, Hessian reset
3699 3508.93 0.000265748 43.9504 1 1 4684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4112.35 0.0188448 887.28 0.7722 0.7722 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3830.06 0.000490953 67.1553 1 1 3859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3950 3388.91 0.00017184 268.714 2.036e-06 0.001 4798 LS failed, Hessian reset
499 3847.32 0.00355743 261.126 1 1 579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4013.05 0.00140819 370.703 1 1 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3389.03 0.000140096 32.9615 1 1 4854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3752 3508.97 2.75621e-05 34.4526 8.74e-07 0.001 4805 LS failed, Hessian reset
1299 4130.7 0.00172628 297.403 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3830.17 7.11026e-05 19.8529 1 1 3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4020 3389.04 1.71897e-05 37.8107 6.053e-07 0.001 4926 LS failed, Hessian reset
3770 3508.98 5.21434e-06 15.8911 1.783e-07 0.001 4873 LS failed, Hessian reset
599 4027.88 0.0127941 1530.07 1 1 691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4017.56 0.000247543 318.348 0.859 0.859 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3508.99 0.00182654 58.6979 1 1 4916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4049 3389.07 7.70637e-06 24.0846 2.213e-07 0.001 5000 LS failed, Hessian reset
1399 4144.68 0.00233892 331.054 0.364 0.364 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3830.28 2.67689e-05 12.0841 1 1 4101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4095.2 0.00299832 575.053 1 1 803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4060 3389.07 6.33469e-06 22.2521 2.485e-07 0.001 5063 LS failed, Hessian reset
1899 4020.13 0.0109487 570.237 1 1 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4070 3389.07 4.63644e-06 18.5407 2.309e-07 0.001 5113 LS failed, Hessian reset
3899 3509.11 3.07539e-05 20.8205 0.3198 1 5059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3639 3830.43 3.74614e-05 188.324 1.654e-07 0.001 4193 LS failed, Hessian reset
1499 4152.57 0.00908564 801.02 1 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4089 3389.08 7.0266e-06 17.9049 1.668e-07 0.001 5180 LS failed, Hessian reset
799 4135.86 0.0376984 1505 0.961 0.961 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3389.08 8.12603e-07 11.4979 0.2003 0.02003 5198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3830.55 0.000547519 63.8011 1 1 4259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4102 3389.08 5.55847e-07 13.1981 0.09228 1 5205
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 4021.98 0.00124537 92.5247 1 1 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3509.25 0.00127017 88.8556 1 1 5173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4162.49 0.00302118 566.042 1 1 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4017 3509.3 2.29415e-05 38.7063 1.444e-06 0.001 5236 LS failed, Hessian reset
899 4162.88 0.00144345 181.413 0.7382 0.7382 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4023.45 0.00139172 178.18 1 1 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3830.6 0.00061879 88.2889 0.2776 0.7801 4383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4054 3509.32 1.52756e-05 19.2112 1.02e-06 0.001 5329 LS failed, Hessian reset
1699 4168.26 0.00142443 232.369 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4169.39 0.000327582 107.658 1 1 1131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4025 0.00701731 272.623 1 1 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3509.37 0.00019326 20.6711 1 1 5377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3830.73 0.000273104 89.4322 0.5696 0.05696 4508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4172.24 0.00177763 373.725 1 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4157 3509.43 2.27018e-05 42.7328 1.476e-07 0.001 5481 LS failed, Hessian reset
1099 4180.5 0.00137341 422.184 0.8535 0.8535 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4026.8 0.000191049 77.3579 0.2636 0.8675 2563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3830.82 0.000191086 18.9891 1 1 4631
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3509.46 3.63446e-05 47.1531 0.2368 0.947 5527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4174.6 0.00263063 310.901 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4010 3830.83 4.14691e-06 20.1645 1.51e-07 0.001 4697 LS failed, Hessian reset
2399 4027.41 0.000522874 84.487 1 1 2672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4190.25 0.00034157 208.395 0.2232 0.2232 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4242 3509.47 1.67363e-05 54.0807 2.07e-07 0.001 5624 LS failed, Hessian reset
4271 3509.48 3.04126e-10 19.4931 4.671e-07 0.7523 5681
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
2499 4027.8 0.000473662 39.1083 0.7472 0.7472 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3830.86 7.10973e-05 31.3956 1 1 4807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4195.44 0.00136462 284.811 1 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4183.39 0.0101504 180.663 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4132 3830.9 8.24115e-06 39.9318 1.509e-07 0.001 4888 LS failed, Hessian reset
2599 4028.22 0.00639625 158.452 1 1 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4187.49 0.00166838 243.463 1 1 2336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4208.48 0.0477864 1004.43 1.234 0.1234 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3830.93 0.000118094 12.6638 0.7654 0.7654 4973
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4201 3830.93 1.31679e-05 30.953 9.606e-07 0.001 5021 LS failed, Hessian reset
4211 3830.94 1.04904e-06 10.6283 0.007831 1 5035
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 4188.83 0.000617409 111.385 1 1 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4222.17 0.00285103 427.842 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2687 4028.63 7.5466e-06 47.51 1.004e-07 0.001 3049 LS failed, Hessian reset
2699 4028.66 3.40513e-05 27.964 0.3926 0.8695 3063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4189.55 0.00256538 173.66 1.399 0.1399 2563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4226.86 0.0011021 195.984 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4028.85 0.000229821 43.1359 1 1 3173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4190.64 0.00199741 69.9068 1 1 2679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4229.16 0.0147034 641.917 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4028.93 0.000802383 155.326 1 1 3291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4191.69 0.000480748 124.474 0.5666 0.5666 2791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4231.01 0.000346645 53.8923 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4029.01 2.05747e-05 14.1074 0.7802 0.7802 3406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4192.42 0.00380452 113.455 0.422 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4232.17 0.000319423 90.258 1 1 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4029.37 0.000684928 127.152 0.5358 0.5358 3520
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4233.79 4.3563e-05 108.651 1 1 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3103 4029.37 1.02244e-05 68.0827 1.223e-07 0.001 3585 LS failed, Hessian reset
2658 4192.74 1.23819e-05 49.8732 3.618e-07 0.001 3020 LS failed, Hessian reset
2699 4192.98 0.000721856 136.968 1 1 3067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4234.6 0.0017267 184.642 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4029.66 0.000860438 54.7309 1 1 3699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4193.17 0.000107051 41.9503 1 1 3179
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3217 4029.72 9.87712e-06 38.2381 7.594e-08 0.001 3762 LS failed, Hessian reset
2199 4235.29 0.000346387 299.615 0.0621 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4029.82 0.000206094 33.0777 0.8437 0.8437 3853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4193.35 0.00242638 145.543 1 1 3287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4236.74 0.000419837 31.9087 1 1 2564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4029.88 0.000104784 34.7569 0.4771 0.4771 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2990 4193.53 7.82955e-06 53.5773 1.615e-07 0.001 3436 LS failed, Hessian reset
2999 4193.53 0.000102346 68.5987 1 1 3445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4240.2 0.000652659 255.459 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3448 4029.9 7.44795e-06 44.1794 1.747e-07 0.001 4077 LS failed, Hessian reset
3099 4193.59 0.000666011 81.0418 1 1 3560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3460 4029.9 3.25668e-06 22.633 1.285e-07 0.001 4139 LS failed, Hessian reset
2499 4240.83 0.000377324 187.387 0.3934 0.3934 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3490 4029.9 4.51012e-06 24.1137 8.617e-08 0.001 4225 LS failed, Hessian reset
3499 4029.9 5.9169e-06 15.7846 0.354 0.8088 4236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4193.66 0.000122143 14.3514 1 1 3676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4241.04 0.000602552 24.7071 0.913 0.913 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3205 4193.66 2.91417e-06 10.9341 5.791e-08 0.001 3726 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 4030.07 0.000160618 45.8433 1 1 4351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4241.33 0.000962596 85.9572 0.5659 0.5659 3010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4030.18 0.000369039 62.1542 1 1 4469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4241.66 0.00175461 139.439 0.229 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3761 4030.19 3.46474e-06 23.7765 1.368e-07 0.001 4601 LS failed, Hessian reset
2899 4242.3 0.00485931 697.771 0.4419 0.4419 3241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4030.2 9.34608e-05 23.286 0.4582 1 4653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4242.75 0.000907276 115.292 0.9776 0.9776 3357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3897 4030.28 2.08369e-05 36.8673 4.342e-07 0.001 4801 LS failed, Hessian reset
3899 4030.28 6.12571e-06 12.9944 3.687 0.3687 4805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4243.24 4.75535e-05 77.8504 0.3015 0.3015 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4030.31 0.000179669 42.9615 0.6598 0.6598 4928
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4243.42 0.000399773 31.8392 1 1 3578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4018 4030.32 8.41125e-06 53.2768 1.369e-07 0.001 4993 LS failed, Hessian reset
4083 4030.34 4.1657e-06 20.3902 3.302e-07 0.001 5112 LS failed, Hessian reset
3299 4243.81 0.000806725 60.1985 1 1 3695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4097 4030.34 3.61715e-06 19.4641 4.221e-07 0.001 5164 LS failed, Hessian reset
4098 4030.34 1.10594e-06 11.0953 1 1 5165
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 4243.87 1.98031e-05 16.6684 1 1 3807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3465 4243.91 1.86992e-06 15.7558 1.07e-07 0.001 3936 LS failed, Hessian reset
3473 4243.91 5.44235e-06 26.6644 4.008e-07 0.001 3988 LS failed, Hessian reset
3499 4243.92 7.3437e-05 29.4822 1 1 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4243.95 0.000371874 67.1256 1 1 4132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3635 4243.96 1.57913e-05 7.0182 1 1 4174
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fba92cf4610>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3386.51 0.00728976 497.68 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3484.17 0.00516896 486.124 0.7195 0.7195 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3570.9 0.0865179 450.397 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3661.56 0.0174629 335.613 1 1 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3678.13 0.0321474 987.61 1 1 577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3703.63 0.01359 255.654 1 1 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3784.63 0.138962 4897.04 0.1745 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3863.32 0.0375121 666.144 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3923.62 0.0231361 253.222 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3935.22 0.00316337 417.331 1 1 1146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3947.19 0.00220747 94.5411 1 1 1265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3972.26 0.0352406 474.118 1 1 1378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3987.01 0.00368605 230.742 1 1 1492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3991.27 0.00116399 78.0882 1 1 1599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3993.22 0.00146655 587.793 0.2024 1 1710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3995.63 0.00543069 208.986 1 1 1823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3998.35 0.00822865 485.691 0.4334 1 1939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4003.14 0.00357671 168.701 1 1 2050
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4003.99 0.00118589 77.4472 0.7163 0.7163 2163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4005.73 0.000998609 41.6799 1 1 2271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4006.82 0.00726227 322.637 0.3761 0.3761 2385
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4008.93 0.0019334 98.8567 1 1 2497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4018.49 0.00638163 295.646 1 1 2612
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4022.24 0.000528328 35.3301 0.8631 0.8631 2723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4023.01 0.00285513 138.747 0.3695 1 2835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4023.93 0.00294474 184.148 1 1 2947
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4025.45 0.00102709 97.8859 1 1 3061
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4027.72 0.00346377 796.067 0.2013 1 3174
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4029.1 0.029014 46.3532 1 1 3287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4033.22 0.000889171 99.2463 1 1 3395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4035.29 8.77133e-05 57.0831 1 1 3503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4035.66 0.000557274 90.5063 1 1 3614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4035.83 0.00994186 186.955 1 1 3732
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4036.25 0.000465222 49.9973 0.4548 0.4548 3839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4036.48 0.00277719 102.407 1 1 3946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4036.92 0.00961293 198.113 1 1 4057
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4037.47 0.000491062 248.693 0.05836 1 4164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4037.57 7.08442e-05 41.756 1 1 4282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4037.87 0.00265212 72.3942 1 1 4398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4037.98 0.000530604 9.40531 0.8417 0.8417 4512
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4038.07 0.000689154 28.7481 1 1 4623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4038.16 2.56814e-05 22.9266 0.5641 0.5641 4736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4038.22 0.000205796 47.0382 0.202 1 4848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4038.28 0.00115841 45.716 1 1 4954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4038.44 0.00339301 53.2372 1 1 5066
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4560 4038.52 0.000102522 4.05638 1 1 5137
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 611.696 0.0067208 150.477 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 614.674 0.00690599 112.705 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 616.44 0.00757066 67.3853 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 617.257 0.00412262 39.4642 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 618.329 0.00771095 50.1015 1 1 560 99 844.962 0.000820231 89.0971 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 690.052 0.0131068 250.562 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 692.777 0.00758918 303.863 0.3062 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 424.427 0.00384278 146.966 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 910.025 0.00024229 73.9145 0.9517 0.9517 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 618.756 0.000456336 16.2468 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 431.131 0.00726498 119.896 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 846.855 0.00638457 84.1491 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 434.312 0.00199259 244.53 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 435.781 0.00317647 102.755 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 696.9 0.000401974 50.1637 0.699 0.699 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 911.637 0.00555433 58.8335 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 619.294 0.000894194 14.2581 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 437.141 0.00082435 37.3081 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 699.954 0.00274925 147.329 0.4358 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 437.744 0.00182869 52.5283 0.9012 0.9012 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 849.142 0.00369836 57.6246 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 914.188 0.0022179 47.6406 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 99 500.723 0.00610372 281.338 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 849.672 0.00409033 73.6987 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 438.509 0.00565638 70.5358 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 701.597 0.000758586 54.6433 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 513.559 0.000608234 147.953 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 440.919 0.00575955 113.688 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 850.055 0.000694239 28.6767 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 915.311 0.0383886 180.083 1 1 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 442.869 0.000309797 29.8377 0.9422 0.9422 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 619.414 0.00237319 42.4471 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 702.72 0.00344312 94.5512 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 515.956 0.000476146 147.474 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 619.568 6.41063e-05 7.20037 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 518.164 0.00763588 68.3394 1 1 435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 703.917 0.00116753 43.5082 0.9808 0.9808 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 850.64 0.00177066 28.5616 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 519.689 0.0476981 164.178 1 1 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 445.357 0.0431613 92.113 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 915.944 0.00934949 113.701 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 704.282 0.000777907 56.875 1 1 894
999 619.682 0.00240326 10.7382 1 1 1104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 564.856 0.00271881 62.0702 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 445.851 1.97196e-05 12.0068 0.5972 0.5972 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 521.949 0.0025518 148.143 1 1 655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 445.989 0.000563635 38.7243 1 1 1324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 572.297 0.0104104 105.936 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 619.776 0.00245582 43.3874 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 851.393 0.00111418 29.3825 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 522.744 0.00127544 200.828 0.5638 0.5638 762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 704.683 0.000847833 28.99 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 574.185 0.000503385 28.2882 0.7804 0.7804 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 446.608 0.00518972 53.2902 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 522.943 0.00302759 130.836 1 1 868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 619.801 0.000826679 12.9231 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 578.633 0.00162425 264.499 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 524.79 0.000116765 21.1777 1 1 976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 705.018 0.00436166 35.4874 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 768.783 0.00459199 137.852 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 446.799 0.000154546 41.6719 0.29 0.29 1546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 916.642 0.0174729 89.2782 1 1 686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 582.355 0.000166781 21.0585 0.457 0.457 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 526.288 0.0172041 114.082 1 1 1085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 619.909 0.000330105 18.8204 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 772.665 0.000826016 221.091 0.3168 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 583.085 0.0075885 89.7092 0.4509 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 851.689 0.000753232 25.1198 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 705.519 0.00687155 140.877 1 1 1215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 619.971 0.000494423 11.0196 1 1 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 528.299 0.0254476 144.739 1 1 1196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 299 774.865 0.0158218 61.5075 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 446.959 0.0026739 139.552 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 583.648 0.00105722 45.2125 1.515 0.1515 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 917.719 0.000807549 31.2562 1 1 808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 705.686 0.000154435 11.6317 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 584.067 0.000204285 25.5417 0.2582 0.2582 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 852.071 0.000134848 39.7274 0.3585 0.3585 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 447.201 7.2341e-05 19.3096 1 1 1766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 777.077 0.00118405 52.9161 0.5184 1 447
1299 705.801 0.00190854 40.8108 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 917.914 0.00340755 61.742 1 1 920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 528.725 0.0103759 47.7506 1 1 1306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 620.003 5.76567e-05 7.24315 1 1 1665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 447.483 0.000265834 61.7485 1 1 1874
1299 529.439 0.00836745 44.5125 1 1 1414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 584.333 0.00260309 30.3636 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 852.501 7.11258e-05 64.2972 0.2672 0.2672 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 777.405 0.00297623 91.6152 0.3815 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 529.585 0.00568037 76.8341 1 1 1525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 585.551 0.00732375 83.991 1 1 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1399 706.119 0.0419862 214.406 1 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 447.601 0.00036615 37.7172 1 1 1988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 918.073 0.00185372 26.5657 1.679 0.1679 1035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 620.042 0.000114851 11.4029 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 447.813 0.00100893 54.553 0.2 0.2 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 585.803 4.52077e-05 109.722 0.1915 0.1915 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 529.737 0.000998602 75.3136 0.4979 0.4979 1631
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 778.045 0.00140906 60.3572 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 448.162 0.00161447 28.7181 1 1 2206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 918.354 0.000248563 25.071 1 1 1150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 852.971 9.19616e-05 8.55486 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 620.064 2.67011e-05 4.28657 1 1 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 529.92 0.00193365 33.0563 0.8612 0.8612 1740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 778.45 0.000338361 27.4817 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 585.995 0.00761454 88.4501 1 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 448.722 0.000824281 41.5651 0.8938 0.8938 2317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 853.053 0.00223931 50.2897 0.2619 1 1352
1099 918.709 0.00162258 35.0802 0.2717 0.971 1261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 530.022 0.000337183 34.6484 1 1 1851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 707.058 0.00399903 27.6325 1 1 1657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 620.145 0.000854842 35.0419 0.2813 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 586.138 0.000392179 9.96573 0.753 0.753 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 448.893 6.72338e-05 23.424 0.8824 0.8824 2425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 530.077 0.000264758 26.5924 1 1 1955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 918.932 0.00152187 38.0871 1 1 1374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 586.205 1.68286e-05 8.61693 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2299 449.076 0.000171266 68.1936 1 1 2537
799 778.926 0.000859003 39.5991 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 530.145 0.000493756 33.139 1 1 2060
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 707.169 0.00123632 24.2481 1 1 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 853.239 0.000202561 46.572 0.9731 0.9731 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 586.297 0.00147847 73.0912 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 620.207 0.000410007 7.73875 1 1 2122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 530.302 5.44749e-05 12.589 1 1 2167
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 449.373 0.000709516 44.0506 1 1 2645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 586.349 0.000126326 14.2468 1.231 0.1231 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 707.293 0.00012345 43.635 0.5965 0.5965 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 779.162 0.000529462 27.3636 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 530.335 0.00565903 53.0946 1 1 2281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 449.46 6.27509e-05 13.6514 0.2769 0.2769 2755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 853.407 0.000468402 41.4841 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 620.282 1.07408e-05 12.5154 0.2364 0.2364 2235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 707.38 0.00225342 126.642 0.3339 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 530.996 0.00590458 89.6959 1 1 2391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 919.202 0.00109392 22.7391 1 1 1486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 853.572 0.000259395 57.2753 0.05602 1 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 449.511 0.00171722 33.3659 1 1 2870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2099 620.308 0.000179992 6.19101 0.6084 1 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 586.37 0.00226624 16.8967 1 1 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 707.448 3.43605e-05 13.1728 1 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 531.157 0.00248878 39.5174 1 1 2499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 779.41 0.000631359 86.9787 1 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 919.574 0.00995213 33.1549 1 1 1599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2136 620.316 1.78648e-05 9.66971 1.878e-06 0.001 2448 LS failed, Hessian reset
1728 586.386 1.20545e-05 21.3402 2.605e-07 0.001 1965 LS failed, Hessian reset
2399 531.3 0.00139941 34.7767 1 1 2615
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 449.588 0.000258085 14.7344 1 1 2983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 779.917 0.00243372 41.7087 1 1 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 620.324 4.00487e-05 2.88881 1 1 2523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 586.426 2.10328e-05 3.06328 5.219 0.5219 2046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 449.681 0.000284817 22.2068 1 1 3089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 531.393 0.000174679 37.6573 1 1 2727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 919.673 0.002244 34.2152 1 1 1715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 449.743 0.000256145 23.3405 0.4927 0.4927 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 780.068 0.00222275 33.9874 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 586.453 0.000866033 24.2013 0.3246 1 2154
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2298 620.338 4.38581e-05 25.5872 2.383e-06 0.001 2692 LS failed, Hessian reset
2299 620.338 3.5589e-05 11.5753 1 1 2693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 853.749 0.000307305 68.49 0.6471 0.6471 1808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 531.515 0.000671525 31.2595 1 1 2835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 707.472 0.000558246 12.549 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1299 780.236 0.00652506 51.7614 0.5548 0.05548 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 531.547 0.000140048 14.0093 1 1 2943
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 449.778 0.000262909 22.9788 0.2986 0.2986 3324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1989 586.483 3.00772e-06 3.59145 1.341e-06 0.001 2299 LS failed, Hessian reset
1999 586.484 4.08477e-05 4.25565 1 1 2309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 853.814 0.00044243 27.5329 1 1 1925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 449.795 0.000200516 44.5546 0.426 1 3441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 531.568 3.25515e-05 8.87761 1 1 3065
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 780.591 0.000379066 12.0862 3.075 0.3075 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 919.73 0.000196247 5.45434 1 1 1825
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 449.833 0.000401874 20.4855 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 531.581 8.37254e-05 5.46907 0.8986 0.8986 3183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 707.502 0.00899428 27.0939 1 1 2333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 853.909 0.000161753 6.72093 1 1 2034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 780.76 0.000522698 21.5102 1 1 1670
2399 620.345 3.64116e-06 3.73624 0.3668 1 2826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 531.587 1.60491e-05 3.51336 1 1 3299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 586.49 1.77638e-05 15.8163 0.1691 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 449.886 0.00148907 9.76867 1 1 3657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2199 707.619 0.000125644 15.5471 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 531.596 0.000402839 22.0214 1 1 3412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 854.005 0.000357809 23.2842 1 1 2145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3143 531.599 1.10322e-07 2.4497 0.001176 1 3463
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 449.918 4.25378e-05 7.32376 1 1 3773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 620.38 0.000603719 9.66374 1 1 2939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 919.815 0.00106708 28.9109 1 1 1936
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 586.522 5.41544e-05 12.2044 1 1 2534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2280 707.659 8.23938e-06 13.4797 4.66e-07 0.001 2575 LS failed, Hessian reset
2299 707.668 0.000190238 8.20881 1 1 2596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3413 449.921 6.78415e-06 16.9766 2.498e-07 0.001 3830 LS failed, Hessian reset
2599 620.393 0.00012827 3.64499 1 1 3049
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 854.046 3.79292e-05 7.60709 1 1 2258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 586.551 0.000317422 10.8009 1 1 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 919.962 0.000179534 29.9316 0.346 0.346 2051
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 449.932 0.000854928 26.0009 1 1 3923
2399 586.556 1.19053e-05 4.22781 2.251 0.2251 2756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 707.707 4.01631e-05 12.244 0.01905 1 2713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 781.046 0.000194654 22.1169 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 854.112 0.0012687 26.0971 1 1 2374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 586.561 4.30867e-05 5.04108 1 1 2864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 920.002 8.24934e-05 4.92937 0.6961 0.6961 2162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 707.717 0.00188343 22.0348 1 1 2832
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 620.4 0.000182309 3.54375 1 1 3166
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 449.944 0.000118453 18.7928 0.3133 1 4033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 854.531 0.0176429 35.7269 1 1 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2578 586.569 1.10118e-06 2.04378 4.707e-07 0.001 3015 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 449.973 0.00750904 51.4139 1 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 781.22 0.000176795 82.6024 0.4851 0.4851 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2551 707.779 2.03577e-05 28.5503 7.33e-07 0.001 2946 LS failed, Hessian reset
1999 920.037 9.86524e-05 14.4419 0.3462 0.3462 2288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 620.405 9.07284e-05 3.0113 1 1 3286
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 450.005 0.000359063 26.8318 1 1 4250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2811 620.405 3.22381e-06 4.17529 8.399e-07 0.001 3364 LS failed, Hessian reset
1799 781.284 0.000300687 49.5674 0.4087 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 707.807 0.000507058 8.87762 1 1 2997
2099 920.061 9.68146e-05 16.0001 1 1 2404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 450.019 0.000196054 62.8267 1 1 4364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 854.744 0.00204153 31.1145 1 1 2593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 781.421 0.0001409 21.4223 1 1 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 620.406 0.000826031 8.82527 1 1 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 450.046 0.000730425 23.0448 0.2514 0.2514 4473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 707.839 0.000137874 3.68084 1 1 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 620.412 2.27751e-05 2.53547 0.8104 0.8104 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 920.078 0.000487122 22.3325 1 1 2522
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 781.531 0.000244165 6.20601 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4077 450.08 1.14135e-05 23.929 5.597e-07 0.001 4605 LS failed, Hessian reset
3099 620.417 0.00114293 9.53032 1 1 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 854.869 0.00183279 76.8784 1 1 2706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 707.867 7.25139e-05 14.7863 1 1 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 920.198 0.00150205 18.7684 1 1 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 450.096 9.55554e-06 9.96361 0.8758 0.8758 4627
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 620.455 0.000378593 6.5107 0.9502 0.9502 3800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 781.573 0.00013735 11.1433 1 1 2343
4199 450.11 0.000204918 30.8048 1 1 4740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 854.923 0.000549659 63.6304 1 1 2816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 620.472 0.000116599 8.87138 1 1 3915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 707.875 5.44791e-05 5.75721 1 1 3345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3366 620.475 5.52143e-07 2.18788 0.3618 0.8058 3996
4260 450.118 6.59821e-06 6.10419 1.296e-06 0.001 4848 LS failed, Hessian reset
2199 781.612 4.02869e-05 18.4422 0.1796 0.1796 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 920.239 0.000872202 14.507 1 1 2765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 450.119 6.91234e-05 8.5188 0.5009 0.5009 4893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 707.91 2.59913e-05 5.9772 1.77 0.177 3466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 854.95 0.000659553 26.1032 1 1 2930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 781.625 8.44063e-05 20.4219 0.5943 0.5943 2569
4399 450.131 7.71611e-06 3.46258 1 1 5006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2623 854.955 3.60172e-06 5.87381 3.918e-07 0.001 2996 LS failed, Hessian reset
3099 707.918 8.37629e-05 13.7468 0.3971 0.3971 3579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 854.966 0.00102504 18.0801 1 1 3087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3110 707.918 1.46215e-05 11.5018 3.481e-06 0.001 3635 LS failed, Hessian reset
2376 781.645 1.6553e-05 22.8878 1.122e-06 0.001 2706 LS failed, Hessian reset
2499 920.276 1.26708e-05 6.51248 0.2706 0.2706 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 450.139 0.00021684 12.3749 1 1 5117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 781.653 6.92556e-05 17.2903 0.3798 0.3798 2732
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 707.921 0.000717313 8.38497 1 1 3746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 920.288 0.000102395 6.89014 0.4991 0.4991 2995
4599 450.148 3.41264e-05 7.56578 1 1 5239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 707.925 5.64781e-05 3.43068 0.306 1 3859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2433 781.655 7.46371e-06 8.66523 1.405e-06 0.001 2814 LS failed, Hessian reset
4699 450.152 9.75383e-06 8.30594 1 1 5347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 855.116 0.000282247 43.2417 0.1605 1 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2492 781.657 4.18701e-07 2.28235 0.2208 1 2890
Optimization terminated normally:
4799 450.154 1.292e-05 3.57015 0.4092 1 5462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Convergence detected: relative gradient magnitude is below tolerance
3399 707.957 3.60739e-05 4.3411 1 1 3971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 920.363 0.00140533 30.2026 1 1 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4883 450.161 8.44726e-07 1.88185 2.209e-07 0.001 5603 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 855.162 2.74451e-05 4.37402 0.1826 0.6456 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2900 855.162 1.49607e-05 6.46765 3.42e-06 0.001 3371 LS failed, Hessian reset
2799 920.583 0.00120527 41.6987 1 1 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3434 707.959 6.74371e-06 5.71933 1.342e-06 0.001 4050 LS failed, Hessian reset
3499 707.964 7.91871e-05 4.00902 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 855.177 0.000233075 5.85102 1 1 3484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2833 920.602 5.37187e-06 9.08769 3.545e-07 0.001 3301 LS failed, Hessian reset
2899 920.644 0.000136524 27.0635 0.2765 0.2765 3373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3055 855.185 1.05077e-05 15.9256 3.963e-07 0.001 3589 LS failed, Hessian reset
3599 707.971 2.22109e-05 4.35847 0.514 0.514 4248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 855.19 0.00014413 5.58387 0.1502 1 3639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 920.661 0.000151803 7.58692 1 1 3495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 855.325 0.00250262 24.2414 1 1 3755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3633 707.972 4.73363e-06 3.60243 1.527e-06 0.001 4331 LS failed, Hessian reset
3641 707.972 1.6204e-07 2.0611 0.1256 0.1256 4340
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 920.682 1.91178e-05 6.47237 0.2904 0.2904 3613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3255 855.454 8.90032e-06 13.251 3.643e-07 0.001 3865 LS failed, Hessian reset
3299 855.498 0.000112117 25.8724 0.4743 1 3913
3117 920.684 7.87358e-06 6.46122 2.314e-06 0.001 3677 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 855.555 0.000620227 11.6716 0.9333 0.9333 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3199 920.689 6.57791e-06 10.595 6.628e-07 0.001 3822 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3234 920.69 7.85283e-06 4.77161 2.14e-06 0.001 3924 LS failed, Hessian reset
3499 855.583 3.60448e-05 11.4252 0.5118 0.5118 4129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3256 920.691 1.73974e-06 2.10957 1 1 3955
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3553 855.591 9.94097e-06 12.0888 1.935e-06 0.001 4240 LS failed, Hessian reset
3599 855.594 5.47714e-05 8.65591 1 1 4289
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3644 855.597 4.42249e-06 7.07018 3.841e-07 0.001 4382 LS failed, Hessian reset
3699 855.598 2.01716e-05 5.39774 1 1 4448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 855.617 0.000420539 5.97255 1 1 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3836 855.618 5.09387e-06 7.84805 3.907e-07 0.001 4646 LS failed, Hessian reset
3862 855.619 2.72468e-06 4.34845 3.635e-07 0.001 4718 LS failed, Hessian reset
3892 855.62 1.22578e-06 3.05333 0.8022 0.2462 4762
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 943.592 0.0025121 194.43 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 992.837 0.0038046 271.639 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 955.951 0.00889233 66.8368 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1010.4 0.0729494 149.634 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1064.34 0.0168355 768.522 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 959.084 0.00226157 136.439 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1017.8 0.0384258 314.525 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 961.178 0.000581761 47.6942 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1072.34 0.000850946 296.93 0.6344 0.6344 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1020.61 0.00497462 79.4013 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1046.37 0.0357989 294.117 1 1 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 963.765 0.00191864 92.2744 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1077.22 0.0134566 290.93 0.6306 0.6306 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1109.13 0.0343941 450.842 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1021.27 0.00333569 431.346 0.6253 0.6253 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 965.625 0.00378877 52.2868 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1135.23 0.000897478 91.9158 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1083.15 0.00155041 105.808 0.2392 0.2392 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 966.087 0.011225 119.974 1 1 772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1135.32 0.00331984 836.553 0.3428 0.3428 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1023.34 0.0133967 344.482 0.396 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1086.44 0.0156475 314.666 0.1218 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 966.593 0.000419252 34.5691 0.3981 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1174.27 0.0147462 136.084 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1027.46 0.000594012 41.958 0.2775 0.2775 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1087.86 0.00309712 71.9533 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1138.72 0.000458227 50.5118 0.2789 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1031.74 0.00191391 119.842 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1194.3 0.00762828 183.306 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1089.16 0.00537702 125.711 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 967.342 0.000745244 30.8535 1.793 0.1793 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1032.29 0.0022438 48.0254 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1141.15 0.00178852 62.8319 0.2873 1 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 967.739 0.00275195 44.7471 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1090.15 0.00182101 331.066 0.5813 0.5813 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1203.22 0.0379763 701.274 1 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1033.29 0.00042705 29.7866 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 968.132 0.000686569 59.0362 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1208.45 0.0252853 101.368 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1146.29 0.000351414 101.432 0.4367 0.4367 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1033.53 0.00101039 31.174 1 1 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1090.96 0.0163542 299.983 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1210.63 0.00479809 233.603 1 1 659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 968.697 0.000354491 27.6126 1 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1146.89 0.00149289 53.521 1 1 796
1199 1034.13 6.47277e-05 33.3328 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1212.49 0.00072411 62.3663 1 1 765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 969.682 0.0230031 86.6597 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1091.81 0.00408133 45.4845 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1148.16 0.000454923 24.9236 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 972.122 0.00674706 45.6037 0.1508 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1034.68 0.00293107 73.1939 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1213.42 0.0229248 205.95 1 1 876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1092.38 0.00692939 68.6369 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 972.596 0.00145377 49.2077 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1148.43 0.000431517 23.8405 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1215.36 0.00100973 29.2756 1 1 984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 973.061 0.00600395 106.658 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1093.21 0.0115793 52.6629 0.3231 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1035.23 0.000190629 15.2376 0.7851 0.7851 1544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1148.79 0.000784519 60.476 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1093.47 0.00566796 47.492 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 973.415 0.00114262 49.1996 1 1 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1215.98 0.0289972 171.59 1 1 1098 1499 1035.38 0.00042166 59.4701 0.3795 0.3795 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1195.08 0.0254983 974.448 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1149.18 0.000112914 40.5071 0.5336 0.5336 1247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1166.29 0.0273845 1433.41 0.9397 0.9397 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1093.64 0.00551727 43.1035 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1216.84 0.000315244 15.3525 1 1 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1791 973.569 1.47369e-05 22.3537 1.102e-06 0.001 2050 LS failed, Hessian reset
1799 973.575 1.63582e-05 18.7174 0.388 0.388 2059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1035.64 0.000706405 126.701 0.1869 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1149.36 0.0024727 29.6671 2.737 0.2737 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1215.27 0.00301436 268.361 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 973.643 0.000959287 64.9804 1 1 2169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1298.56 0.0351535 738.645 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1093.81 0.00357189 37.2492 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1217.27 0.00217286 58.8336 0.595 0.0595 1323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1150.24 0.0001459 33.1705 1 1 1479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1035.87 0.000242878 11.6888 1 1 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1239.53 0.0029908 84.3691 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1959 973.684 2.14987e-05 27.9893 9.495e-07 0.001 2273 LS failed, Hessian reset
1714 1035.89 1.59796e-05 29.4552 8.968e-07 0.001 1943 LS failed, Hessian reset
299 1309.07 0.00133707 128.986 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1094.06 0.000370982 12.1177 1 1 1779
1999 973.732 1.64386e-05 10.014 0.2219 0.2219 2318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1036.04 0.000702719 29.121 0.5226 0.5226 2040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1217.45 0.000406142 28.519 1 1 1433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1243.39 0.0184857 250.985 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1150.47 0.000507211 24.5185 1 1 1588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1315.51 0.00521491 194.793 0.907 0.907 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1218.56 0.0183234 289.814 1.173 0.1173 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1218.07 0.00388534 64.9788 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 973.824 0.000322207 25.0257 0.4535 0.4535 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1036.09 0.000439521 11.2447 1 1 2153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1150.88 0.00353835 132.721 1 1 1693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1094.13 0.000106475 4.67134 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1259.58 0.00577169 523.266 0.06867 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
484 1330.3 0.000103802 78.2437 3.913e-06 0.001 580 LS failed, Hessian reset
1999 1036.23 0.00261297 23.1855 0.7943 0.7943 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 973.861 0.00030404 18.2706 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1331.45 0.000207578 576.415 0.2973 0.2973 597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1094.27 0.000431705 8.82878 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1314.87 0.0312264 829.219 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1151.24 0.00377207 28.7876 1 1 1808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1218.82 0.00128143 66.4384 1 1 1663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1265.4 0.00208327 260.722 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 973.893 0.00237533 16.5161 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1036.4 0.00330769 35.359 0.489 0.9566 2368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1336.12 0.00810908 436.081 1 1 709
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 299 1362.22 0.00461212 143.428 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1094.37 0.00095898 26.7544 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1151.31 0.00325889 21.0779 0.9743 0.9743 1917
2306 973.893 4.32821e-06 6.8243 2.819e-07 0.001 2714 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1219.4 0.0753883 181.314 1 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1036.61 4.26392e-05 10.1253 1 1 2484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1266.86 0.00296557 99.5242 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 973.923 0.000400826 13.1882 1 1 2821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1219.79 0.000208449 32.0789 0.9846 0.9846 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1339.07 0.00316459 184.424 1 1 816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1385.21 0.0509335 1067.36 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1984 1094.47 9.1392e-06 20.1972 3.242e-07 0.001 2258 LS failed, Hessian reset
2499 973.962 8.58976e-05 11.7823 1 1 2937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1796 1151.4 4.01557e-05 68.8582 2.625e-07 0.001 2069 LS failed, Hessian reset
1999 1094.49 0.000702887 91.062 0.3664 1 2276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1151.41 1.46349e-05 13.0159 0.829 0.829 2073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1036.74 0.000238188 50.6079 1 1 2601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1392.29 0.00576004 123.729 0.89 0.89 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1345.28 0.0317091 388.811 1 1 926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1268.93 0.00127424 51.1944 0.6687 0.6687 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1094.58 0.000153921 15.6198 0.3104 0.3104 2388
2599 973.984 2.76133e-05 11.3694 0.6814 0.6814 3051
1799 1219.91 9.15484e-05 24.8161 0.4014 0.8742 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1036.82 9.4159e-05 15.9092 0.6578 0.6578 2714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1151.59 0.000997845 34.8332 1 1 2183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1395.76 0.000628991 103.573 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1270.44 0.0120695 75.9754 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1220.05 0.000324482 8.58242 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 974.114 0.019087 193.646 1 1 3174
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1094.62 4.9559e-05 12.9018 0.1842 0.911 2503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1347.67 0.0132117 66.8712 1 1 1033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2208 1094.63 1.26633e-05 2.43086 0.9777 0.9777 2515
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 1036.84 0.00549162 63.7317 1 1 2829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1270.82 0.00241202 50.0818 1 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1151.76 0.000268807 23.2571 1 1 2294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 974.353 0.000193578 21.0906 1 1 3285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1220.23 0.00281986 193.874 1 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1408.99 0.00726649 535.763 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1349.58 0.0037354 81.5595 1 1 1140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1036.93 3.85496e-05 33.8077 0.07235 0.07235 2937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1151.82 0.00162039 15.8773 1 1 2416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 974.408 0.000309085 18.3545 1 1 3401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1276.37 0.0647677 117.049 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1220.3 6.04668e-05 4.07168 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1351.11 0.000125061 42.6877 1 1 1250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1421.67 4.46142e-05 47.9024 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1151.91 0.000504055 12.8421 1 1 2528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2930 974.417 1.60349e-05 11.1896 1.863e-06 0.001 3477 LS failed, Hessian reset
2699 1037.01 0.00027983 22.7867 1 1 3049
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2231 1151.93 7.94774e-06 10.1552 8.331e-07 0.001 2613 LS failed, Hessian reset
2999 974.437 0.000213007 7.58946 0.3419 1 3559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1276.93 0.000754153 196.507 0.2362 0.2362 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1351.42 0.00800818 185.181 1 1 1360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1037.11 0.000262635 16.4209 1 1 3164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2283 1151.95 3.69823e-06 7.46272 2.843e-07 0.001 2717 LS failed, Hessian reset
2299 1151.95 0.000530016 25.1627 1 1 2735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2171 1220.31 2.10011e-05 5.53927 3.613e-06 0.001 2452 LS failed, Hessian reset
3099 974.462 0.00062757 17.3799 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1220.31 7.21122e-05 9.67172 1 1 2486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1037.35 0.00161315 77.6382 1 1 3272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1277.25 0.000897809 15.808 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 974.488 0.00068631 6.5094 0.5576 1 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1351.86 0.00052111 34.5356 1 1 1464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1220.33 0.00752392 23.307 1 1 2603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1422.8 0.000274305 29.5857 0.5321 0.5321 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2333 1151.96 9.05452e-06 14.6488 2.492e-07 0.001 2826 LS failed, Hessian reset
3240 974.492 3.51852e-06 6.45002 3.677e-07 0.001 3896 LS failed, Hessian reset
2999 1037.43 0.000683939 42.3889 1 1 3384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1277.42 0.000844864 59.6221 1 1 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1151.98 7.38597e-05 19.0339 1 1 2900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1351.91 0.000623992 20.0391 1 1 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1423.4 0.00186437 206.693 0.464 0.464 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 974.497 0.000211719 11.4876 1 1 3963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1152.04 0.000808982 24.8568 1 1 3019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1220.46 0.000260625 23.061 1 1 2710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1037.56 0.000101455 10.2244 0.438 0.438 3497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1426.72 0.00321393 114.314 1 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1277.63 0.00339575 90.3853 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3322 974.5 6.16719e-06 10.7511 3.042e-07 0.001 4032 LS failed, Hessian reset
3199 1037.6 0.000178102 6.10222 1 1 3614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1352.18 0.00269803 22.3894 1 1 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1220.5 0.00011233 16.2653 0.7324 0.7324 2825
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1152.18 0.00688878 138.113 1 1 3134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 974.507 0.000187913 8.18513 3.675 0.3675 4128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2618 1152.27 4.60044e-06 10.5079 3.812e-07 0.001 3196 LS failed, Hessian reset
1599 1277.9 0.00150823 128.054 0.3409 0.03409 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1037.64 0.00233696 47.2166 1 1 3734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2544 1220.54 2.62819e-05 39.3089 1.399e-06 0.001 2944 LS failed, Hessian reset
1599 1352.29 0.000140175 106.515 0.1341 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1220.59 4.74679e-05 62.5131 0.2438 0.2438 3002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 974.543 0.000154429 32.661 0.0723 1 4244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1431.75 0.00174947 190.743 0.4069 0.4069 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1278.4 0.00236902 63.4836 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3398 1038 3.03609e-05 26.0073 2.253e-07 0.001 3884 LS failed, Hessian reset
2699 1152.35 0.00022951 30.1034 1 1 3290
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1038 5.75533e-06 22.8632 1 1 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3519 974.544 4.34102e-06 8.37174 3.803e-07 0.001 4316 LS failed, Hessian reset
2699 1220.61 5.14945e-05 14.5617 0.053 0.2346 3119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1352.36 0.000260056 21.9331 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1278.78 0.00220947 76.8889 0.6528 0.6528 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3543 974.547 1.21481e-05 5.94096 2.251e-06 0.001 4382 LS failed, Hessian reset
2748 1220.62 5.83564e-06 13.2632 2.895e-07 0.001 3223 LS failed, Hessian reset
3599 974.553 0.000379471 16.9558 1 1 4448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1432.6 0.00148807 85.0075 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3612 974.559 9.19571e-06 10.1789 1.255e-06 0.001 4503 LS failed, Hessian reset
1799 1352.89 0.00283223 62.813 0.2087 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1038.2 0.000246704 21.9415 1 1 3996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2756 1152.42 6.94824e-06 12.3651 2.506e-07 0.001 3413 LS failed, Hessian reset
1899 1278.95 0.00245074 43.3802 0.934 0.0934 2124
3682 974.566 1.79043e-06 3.26288 3.062e-07 0.001 4625 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2799 1152.45 4.97383e-05 8.00773 1 1 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1220.63 0.000154709 6.77562 1 1 3286
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 974.568 0.000779724 16.8147 1 1 4647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1038.27 0.00014573 69.589 0.6865 0.6865 4102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1220.65 0.0104248 37.2759 1 1 3411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1353.18 0.00163693 84.9527 1 1 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1433.59 0.0367525 375.765 1 1 1582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2867 1152.48 6.98167e-06 4.95578 2.132e-07 0.001 3593 LS failed, Hessian reset
1999 1279.4 0.00128326 75.4861 1 1 2235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3677 1038.31 4.86926e-06 6.27163 9.601e-07 0.001 4230 LS failed, Hessian reset
3699 1038.31 7.42106e-05 10.1458 1 1 4255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 974.575 6.25875e-05 9.65883 0.3891 1 4767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3708 1038.31 2.90453e-06 5.33273 2.679e-07 0.001 4304 LS failed, Hessian reset
2899 1152.49 0.000172408 10.7574 0.1828 0.8692 3634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1279.99 0.00461608 186.951 0.3164 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1434.34 0.000268509 49.2013 1 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 974.625 0.00586871 56.7709 0.1999 1 4893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1353.46 0.000195894 41.2333 0.253 0.253 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2987 1220.71 3.41362e-06 8.26186 3.663e-07 0.001 3549 LS failed, Hessian reset
3799 1038.32 0.00312472 18.1383 1 1 4409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1220.71 0.000115132 24.9351 1 1 3561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 974.679 6.48418e-05 9.42775 0.4829 1 5010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1434.7 0.000672397 14.2484 1 1 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2943 1152.52 3.57534e-05 55.8931 8.424e-07 0.001 3726 LS failed, Hessian reset
4010 974.683 8.65522e-06 5.18518 1.478e-06 0.001 5067 LS failed, Hessian reset
2199 1280.55 0.000522924 112.85 0.07463 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4035 974.691 7.75446e-06 6.87973 1.269e-06 0.001 5135 LS failed, Hessian reset
2999 1152.56 1.29315e-05 13.2858 1 1 3788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1220.73 7.19573e-06 4.72878 0.9954 0.9954 3676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 974.697 8.10276e-06 3.15852 0.1785 1 5210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1434.83 0.00100555 30.1308 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1353.54 0.000209588 12.2711 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1038.35 3.26789e-05 11.435 0.3312 0.03312 4539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1281.46 0.000261252 33.8993 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3042 1152.59 1.15031e-05 9.8117 2.147e-07 0.001 3879 LS failed, Hessian reset
4199 974.719 0.000151367 8.36868 0.8667 0.214 5325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1353.59 0.00055575 15.1433 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1435.02 0.000213903 25.1313 1 1 2023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1152.61 0.0010749 65.6398 1 1 3943
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 4214 974.72 2.18999e-06 4.4352 3.968e-07 0.001 5395 LS failed, Hessian reset
4222 974.72 1.28979e-05 2.07627 1 1 5404
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 1281.86 0.00533279 83.5066 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2208 1353.61 3.38487e-05 21.7111 2.002e-06 0.001 2506 LS failed, Hessian reset
3199 1220.74 0.00145828 26.932 1 1 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3994 1038.36 8.77154e-06 12.1281 6.99e-07 0.001 4718 LS failed, Hessian reset
3999 1038.36 3.34803e-05 11.5402 1 1 4724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1152.64 0.000907066 9.13283 1 1 4067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1220.76 8.50341e-06 4.37408 1 1 3926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1435.11 6.39068e-05 35.4395 0.6071 0.6071 2139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2468 1282.05 2.27308e-05 45.6182 6.365e-07 0.001 2810 LS failed, Hessian reset
4099 1038.37 0.00881106 91.6648 0.2876 1 4850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1282.24 0.00410628 41.9049 0.09033 1 2845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1152.66 0.000103685 3.79048 1 1 4194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1353.68 0.0001253 14.2554 1 1 2613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1220.8 0.000725364 18.9365 1 1 4041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1282.32 0.00288237 42.5276 1 1 2958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1038.42 0.000661312 14.253 0.7647 0.7647 4963
1999 1435.89 7.61015e-05 55.92 0.6029 0.6029 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3450 1220.88 2.32203e-05 33.037 1.539e-06 0.001 4168 LS failed, Hessian reset
2399 1353.71 4.5689e-05 4.47859 1 1 2728
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1152.68 0.000771416 5.1337 1 1 4301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1220.93 0.000121909 11.164 1 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1282.42 0.000580306 10.7548 1 1 3077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1038.5 0.000915612 21.3076 1 1 5073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1436.95 0.00224515 219.748 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1353.83 0.00306347 62.653 0.316 0.8449 2841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1152.71 0.000106941 31.2932 1 1 4413
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1282.57 0.000340029 21.2024 1 1 3191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3599 1220.99 4.9723e-05 16.0415 0.3708 0.3708 4334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3519 1152.72 5.21734e-06 9.64953 6.122e-07 0.001 4481 LS failed, Hessian reset
2199 1437.18 0.000716897 51.0614 0.4896 0.4896 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1354 0.000871935 45.3765 1 1 2958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1038.56 0.000109103 13.0775 1 1 5191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2818 1282.66 2.88595e-05 29.7113 7.902e-07 0.001 3258 LS failed, Hessian reset
4457 1038.57 6.80128e-06 14.1218 4.605e-07 0.001 5294 LS failed, Hessian reset
4499 1038.58 1.43856e-05 12.0573 0.4874 0.4874 5342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1282.79 9.02368e-05 39.3257 1 1 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1221 2.70143e-05 10.6473 0.605 0.605 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1354.07 0.000211303 39.0154 1 1 3072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3563 1152.72 1.22146e-05 9.2506 1.23e-06 0.001 4583 LS failed, Hessian reset
2299 1437.65 0.0068112 175.317 1 1 2578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1038.58 0.000638285 11.5671 0.9211 1 5463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3749 1221.01 6.0391e-06 7.4262 2.008e-07 0.001 4559 LS failed, Hessian reset
2999 1282.82 0.000494524 13.1185 1 1 3454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3584 1152.72 3.39912e-06 6.29276 6.048e-07 0.001 4646 LS failed, Hessian reset
3599 1152.73 1.12551e-05 11.6316 0.2068 1 4667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1221.02 2.69805e-05 4.41264 1 1 4617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4622 1038.59 4.42377e-06 7.66294 2.597e-07 0.001 5545 LS failed, Hessian reset
3804 1221.02 9.47274e-06 13.1266 1.116e-06 0.001 4668 LS failed, Hessian reset
2799 1354.11 0.00104032 43.0373 1 1 3182
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1282.85 0.00335684 20.5582 1 1 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3620 1152.73 4.1396e-06 8.11721 2.818e-07 0.001 4738 LS failed, Hessian reset
2399 1437.87 7.55315e-05 37.9726 0.5256 0.5256 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1038.59 0.000349818 18.6799 1 1 5652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3692 1152.73 3.78083e-06 5.72471 2.391e-07 0.001 4864 LS failed, Hessian reset
2899 1354.2 0.00718722 42.0679 1 1 3295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1152.73 1.52529e-05 8.43867 0.2341 1 4872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1038.59 6.30241e-06 5.5405 0.5062 0.5062 5767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1438.01 0.000492626 17.1437 1 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3878 1221.02 1.38673e-06 2.49496 0.7583 0.7583 4767
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2902 1354.2 1.98309e-05 37.0828 1.873e-07 0.001 3342 LS failed, Hessian reset
4813 1038.59 1.68885e-07 2.59727 0.02374 1 5791
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 1438.07 0.000754023 45.574 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1282.87 2.90576e-05 8.67081 0.2609 0.2609 3689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1152.75 9.81498e-05 6.192 1 1 4995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1283.14 0.00262997 31.5313 1 1 3801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1354.27 0.000130825 21.0501 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1152.77 0.000119211 10.8947 1 1 5122 2699 1438.18 3.74403e-05 10.1208 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2742 1438.2 3.41037e-05 3.21163 1 1 3076
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 1354.29 0.000606261 17.9615 0.7616 0.7616 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1283.43 0.00110933 98.4913 0.837 0.837 3919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3956 1152.77 6.52929e-06 12.7628 3.979e-07 0.001 5230 LS failed, Hessian reset
3983 1152.77 3.59089e-06 7.61575 4.762e-07 0.001 5301 LS failed, Hessian reset
3999 1152.78 8.44235e-06 4.35448 0.06828 1 5324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1283.62 5.61758e-05 31.687 0.6262 0.6262 4037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1354.36 0.000440738 35.1049 0.07471 1 3677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4021 1152.78 5.12871e-07 2.77578 0.3014 0.8454 5354
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 1283.66 1.52682e-05 7.96887 0.2096 0.2096 4150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1354.4 9.38387e-05 12.2403 1 1 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1283.74 6.70199e-05 8.0166 1 1 4260
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1354.41 0.000124963 5.58407 1 1 3916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1283.76 0.000441525 16.7347 1 1 4380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1354.43 0.00145735 52.0246 0.4669 0.4669 4022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3847 1283.77 2.88232e-06 7.58183 2.506e-07 0.001 4481 LS failed, Hessian reset
3599 1354.45 0.000841928 46.6664 1 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1283.77 3.1323e-06 3.82442 1 1 4543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3649 1354.51 1.65743e-05 27.9531 1.767e-07 0.001 4227 LS failed, Hessian reset
3999 1283.78 9.19281e-05 18.3712 1 1 4657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1354.56 7.23052e-05 13.7765 1 1 4280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4083 1283.8 2.89076e-05 2.92163 0.9572 0.9572 4758
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 1354.58 0.000179307 36.9487 0.251 0.251 4396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1354.62 0.000188592 11.0883 1 1 4514
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3948 1354.62 5.40233e-06 10.1528 1.879e-07 0.001 4610 LS failed, Hessian reset
3999 1354.63 7.30939e-05 16.766 0.2989 0.2989 4663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4000 1354.63 0.000195379 2.7801 1 1 4664
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1344.91 0.00667284 208.173 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1382.92 0.00475408 492.892 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1444.33 0.0236695 290.173 0.4805 0.4805 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1453.56 0.0111113 140.612 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1458.85 0.0166433 689.087 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1472.31 0.00264848 659.312 0.3584 0.3584 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1479.39 0.000131265 63.554 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1480.4 0.00105368 71.4006 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1486.37 0.0114715 851.533 0.2709 0.2709 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1488.79 0.00230994 121.185 0.1915 0.9698 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1387.36 0.00989673 243.702 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1496.99 0.00228058 115.546 1 1 1212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1403.14 0.00440167 140.349 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1498.26 0.011501 292.734 1 1 1318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1469.05 0.0013178 86.9724 0.4439 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1499.08 0.00378045 23.2901 1 1 1432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1478.64 0.0078397 284.775 0.8132 0.8132 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1499.21 0.000365001 65.7164 1 1 1536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1485.7 0.0390544 576.196 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1499.35 0.000104684 30.6717 0.3066 1 1650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1505.16 0.0202495 135.544 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1510.11 0.00552278 398.4 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1499.78 5.16275e-05 25.5181 1 1 1759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1387.44 0.00652394 747.064 0.3404 0.3404 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1518.69 0.000351814 84.8055 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1525.93 0.0187998 1000.98 0.3348 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1500.04 0.00322462 117.408 1 1 1876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1456.49 0.0481358 2280.86 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1434.77 0.0235784 1045.64 0.5812 0.5812 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1534.54 0.00214178 192.514 0.3864 0.3864 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1442.84 0.0189462 1056.55 0.6584 0.6584 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1507.76 0.00151523 159.911 0.74 0.74 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1500.43 0.00126794 130.865 1 1 1985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1540.21 0.0201612 232.429 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1537.01 0.00279571 603.685 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1520.73 0.000556579 405.642 0.2006 0.2006 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1501.12 0.00369105 44.9883 0.6953 0.06953 2097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1532.6 0.00155633 274.339 0.9349 0.9349 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1519.57 0.00170937 280.626 0.2644 0.767 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1545.14 0.000928533 61.3207 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1560.11 0.00640332 277.185 0.696 0.696 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1542.77 0.00228542 93.9734 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1501.51 0.00179025 58.7728 1 1 2211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1545.91 0.0100183 73.3305 2.326 0.2326 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1629.79 0.0252272 1093.96 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1590.12 0.00297769 172.283 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1549.3 0.0219739 254.504 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1590.62 0.00401458 365.251 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1501.6 0.00029075 27.4704 1 1 2321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1547.41 0.00381569 111.146 1 1 1553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1672.25 0.0123218 177.807 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1604.71 0.0156149 453.649 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1557.71 0.000202214 72.7701 0.09765 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1501.67 0.00235453 63.0744 0.8594 0.8594 2431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1610.68 0.020712 656.19 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1548.06 0.00570053 165.839 1 1 1665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1703.47 0.00829275 238 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1633.1 0.115403 696.945 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1559.48 0.00260074 95.4823 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1501.73 0.000141252 27.4286 0.2451 1 2545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1642.9 0.00688901 250.399 1 1 576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1640.86 0.0621664 373.868 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1566.69 0.00307295 163.872 0.3832 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1548.91 0.00205772 390.701 0.3928 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1721.45 0.0205615 266.473 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1501.78 0.000112743 12.8295 1 1 2657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1648.83 0.00992429 199.48 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1550.34 0.0018995 66.8379 1 1 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1573.55 0.00388806 150.624 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1643.82 0.00772843 380.098 0.4844 0.04844 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1733.92 0.00468532 556.319 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1501.88 4.6261e-05 13.5316 0.9521 0.9521 2765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1551.84 0.000449598 197.427 0.588 0.588 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1575.51 0.00334296 292.965 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1501.91 6.44692e-05 52.0043 0.5602 0.5602 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1760.19 0.000463368 162.917 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1648.18 0.0236659 162.384 1 1 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1654.91 0.00128651 64.5876 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1577.3 0.00769947 153.725 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1552.37 0.00286723 62.497 0.6857 0.6857 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1614.48 0.0136292 721.206 1 1 110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1501.95 0.00202515 54.8102 1 1 2981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1770.08 0.0303034 401.383 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1695.77 0.0639459 1951.85 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1649.61 0.000542078 42.5369 0.7326 0.7326 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1578.78 0.00750892 390.84 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1663.22 0.0348898 441.929 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1502.33 0.00156177 154.257 0.1585 0.1585 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1552.85 0.00517262 74.4337 0.5177 0.5177 2215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1773.1 0.00132275 189.072 0.5859 0.5859 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1810.83 0.0130253 1396.4 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1727.51 0.0133617 1046.63 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1651.06 0.000304479 119.115 1 1 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1553.08 0.00412948 166.019 0.3318 0.3318 2322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1774.84 0.000370044 103.348 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1581.61 0.0129771 243.074 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1687.19 0.0181641 273.309 1 1 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1855.5 0.0120843 1344.41 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1502.53 0.000287102 25.0987 1 1 3197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1773.43 0.0284175 603.386 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1690.92 0.000347149 60.1115 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1553.41 0.000664634 22.6549 2.413 0.2413 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1656.43 0.000981392 396.995 0.619 0.619 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1583.07 0.000643627 40.1353 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1880.3 0.0144629 1069.32 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1502.66 0.00181137 58.7588 0.6995 0.06995 3303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1783.55 0.00159151 182.763 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1553.49 8.62729e-05 18.0482 0.3833 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1696.39 0.000926763 452.178 0.6522 0.6522 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1584.03 0.0131957 184.936 1 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1800.34 0.0025802 163.288 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1502.86 0.00121832 23.844 1 1 3414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1657.52 0.00102934 103.963 0.6096 0.6096 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1886.87 0.00167209 439.693 0.6627 0.6627 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1705.91 0.00702237 194.821 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1805.37 0.00276766 274.231 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1791.01 0.0111964 424.796 0.3226 0.3226 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1553.55 0.000392791 34.7576 1 1 2656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1502.89 7.36079e-05 22.7546 0.07538 1 3524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1585.67 0.0347494 555.905 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1658.26 0.00316451 101.444 1 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1712.51 0.00611314 273.87 0.7671 0.7671 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1813.87 0.019653 302.345 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1895.73 0.139982 454.743 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1502.91 0.00140543 17.7033 1 1 3634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1553.67 0.00899713 169.753 1 1 2762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1793.31 0.000800773 112.349 1 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1586.33 0.000607027 38.8794 3.118 0.3118 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1714.08 0.0107948 350.795 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1658.89 0.000604611 150.857 0.2176 0.2176 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1932.65 0.00933838 2405.6 0.2216 0.2216 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1553.89 0.000299729 9.00248 1 1 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1587.91 0.0177712 770.755 1 1 2117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1854.8 0.00259003 415.664 0.323 0.323 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1719.59 0.0453591 595.785 1 1 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1502.98 0.00074532 16.868 1 1 3751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1659.48 0.0364188 311.343 1.16 0.116 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1795.77 0.00120458 101.643 1 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1553.98 0.00640994 168.693 1 1 2978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1721.94 0.00265214 153.774 1 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1591.03 0.0106769 123.885 1 1 2226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1939.58 0.0063421 378.902 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1661.26 0.00141432 270.222 0.9289 0.9289 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1503.02 0.000319026 35.9846 0.195 0.195 3861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1796.74 0.00104853 156.033 0.2715 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1863.75 0.02229 202.076 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1554.08 0.000134378 12.8218 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1722.44 0.00441921 61.1338 0.5271 0.5271 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1943.02 0.000602491 167.339 1 1 992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1592.35 0.0119745 171.228 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1503.14 0.0104981 60.9601 1 1 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1797.57 0.00140039 25.6617 1 1 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1723.24 0.00175588 201.486 1 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1661.61 0.0101199 86.0607 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1592.59 0.000586799 31.472 1 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1554.12 0.000186271 21.0287 1 1 3202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1947.31 0.0837126 377.99 1 1 1104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1799.12 0.0167885 333.221 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1867.55 0.000949971 310.988 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1503.21 0.0045968 47.3735 1 1 4089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1554.16 0.00205301 41.5758 1 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1723.78 0.000705962 44.6899 1 1 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1662.1 8.38036e-05 20.4037 1 1 2103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1871.19 0.000594688 54.7395 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1799.91 0.00125054 102.856 1 1 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1503.34 0.00551749 49.9705 0.9569 0.9569 4201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1957.86 0.0341196 1060.05 0.4912 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1592.91 0.000438561 79.6089 1 1 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1664.51 0.00118139 238.974 1 1 2215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1554.26 6.83993e-05 22.3374 1 1 3427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1503.39 0.0171246 79.3822 1 1 4317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1724.22 0.00273953 45.0788 0.7117 0.7117 2235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1876.9 0.0072969 275.728 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1800.27 0.00186387 109.844 1 1 2113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1968 0.00853481 472.253 1 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1665.77 0.000167828 12.9856 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1593.12 0.000511595 20.8802 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1503.45 1.3445e-05 4.00609 1 1 4424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1800.43 9.63698e-05 29.0093 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1725.9 0.0127397 377.091 0.1942 0.1942 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3196 1554.34 1.10157e-05 31.1659 3.791e-07 0.001 3583 LS failed, Hessian reset
3199 1554.34 2.21142e-05 23.6936 1 1 3586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1593.34 0.00193196 36.8526 0.4082 1 2776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1665.89 0.000362356 38.6614 1 1 2438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1882.45 0.000877663 72.3698 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1971.66 0.0319038 496.438 1 1 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1503.54 0.000161729 48.0371 0.9946 0.9946 4533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1554.41 0.000133426 38.1627 0.3024 0.3024 3692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1728.15 0.00173531 157.393 0.2637 1 2465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1801.05 0.0474093 879.071 1 1 2336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1593.55 0.000551373 20.8868 1 1 2888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1666.21 0.00253241 37.3509 0.3398 0.3398 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1503.58 0.00090145 19.6047 1 1 4643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1974.39 0.0303465 244.907 1 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1885.58 0.00193445 123.484 1 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1554.47 6.91626e-05 20.5497 1 1 3805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1593.79 0.0020562 26.9435 1 1 2997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1503.59 0.000543782 24.0388 1 1 4747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1728.5 0.000230402 59.5498 0.7232 0.7232 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1801.88 0.00483855 29.5373 1 1 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1666.53 0.000488771 120.025 0.7989 0.7989 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1554.49 1.24535e-05 11.7584 0.9204 0.9204 3919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1888.48 0.00744882 357.081 0.7631 0.7631 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1503.6 2.7863e-05 6.17868 0.7021 0.7021 4860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1728.78 0.00503734 138.752 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4431 1503.6 3.26186e-05 3.15771 0.8683 0.8683 4893
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 1982.96 0.00240693 80.5923 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1554.6 0.00111903 86.3508 1 1 4031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1802.38 0.000491316 48.6497 0.5461 0.5461 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1594.03 9.07693e-05 23.5197 1 1 3109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1666.82 0.000175845 90.7652 0.4948 0.4948 2783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1897.24 0.0091458 249.319 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1554.66 0.000752644 38.6188 1 1 4145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1729.15 0.000335187 29.5545 1 1 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1802.73 0.000214611 7.95885 1 1 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1594.38 0.00063201 50.0035 1 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1667.08 0.0034678 101.359 1 1 2894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1554.71 7.36007e-05 8.7615 1 1 4258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1984.94 0.00411221 104.369 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1594.43 4.77534e-05 19.651 1 1 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1802.95 0.00226328 41.1119 1 1 2765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1900.72 0.000814692 135.709 1 1 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1667.33 0.00408757 34.0657 0.4806 1 3006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1554.76 1.52718e-05 6.08159 1 1 4367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1729.54 0.000686871 42.3542 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1986.56 0.00195239 236.836 1 1 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1803.06 0.000379067 34.8445 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1594.46 0.000735338 56.3375 1 1 3445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1554.79 0.0159116 81.3445 1 1 4474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1667.48 0.000375939 38.2597 0.5252 0.5252 3119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1903.15 0.00473641 342.908 1 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1555.04 0.00424437 56.1102 1 1 4582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1594.55 0.00023814 7.86213 1 1 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1729.61 0.00148957 48.3546 1 1 3011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1988.04 0.00013784 61.9242 1 1 1997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1803.17 0.000356305 22.9496 1 1 2981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1905.61 0.00894582 211.833 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1667.58 0.00021466 17.9792 1 1 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1555.26 0.0020205 35.3974 1 1 4696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1594.59 0.000139561 10.2947 1 1 3662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1729.89 0.000177745 33.2516 1 1 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1803.59 0.000765444 71.3991 1 1 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1907.98 0.00636137 177.677 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1988.35 3.8358e-05 30.1317 0.6875 0.6875 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1555.36 0.000781427 16.619 1 1 4806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1803.74 0.000308305 34.5012 1 1 3204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1730.07 0.000392709 83.4807 1 1 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1594.62 0.00033499 9.91371 0.7466 0.7466 3773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1667.62 0.000325564 29.1372 0.8214 0.8214 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1555.42 0.000141724 15.3638 1 1 4914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1911.27 0.0018554 217.422 0.2209 0.2209 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1989.17 0.00871164 335.947 1 1 2222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1667.65 6.17174e-05 13.9107 1 1 3448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1594.67 7.39693e-05 19.9044 0.5531 0.05531 3887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1555.45 0.000190834 12.1542 1.626 0.1626 5025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1804.01 0.000442029 18.1328 1 1 3314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1913.09 0.00523449 105.826 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1990.07 0.000882299 143.052 0.4123 0.4123 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1730.46 0.00326549 37.8186 1 1 3341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1594.73 0.00247439 32.5735 1 1 3995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1555.46 6.8673e-05 5.19984 1 1 5140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1667.87 0.000424867 17.3611 1 1 3559
3099 1804.23 0.001336 23.7099 1 1 3422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1730.77 0.00546314 92.6572 1 1 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1990.68 0.000243476 35.1765 1 1 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1913.61 8.33027e-05 13.5004 1 1 2446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1668.32 0.0238419 138.685 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1990.9 0.00372725 50.6611 1 1 2548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1555.48 0.00350001 74.7535 1 1 5252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1913.79 0.000105578 26.8171 1 1 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1594.79 7.15992e-05 5.44295 1 1 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1730.83 0.000436585 23.5299 1 1 3569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1804.98 0.00591746 55.4187 1 1 3535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1669.06 0.00249687 35.036 1 1 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1991.14 0.00339105 82.5909 1 1 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1594.8 7.50663e-05 8.18299 1 1 4221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1555.51 5.35098e-05 4.67984 1 1 5366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1805.24 0.0014572 23.4459 0.6844 0.6844 3645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1730.87 0.000149495 30.835 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1914.12 0.00515069 87.4758 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4852 1555.51 1.51135e-05 3.13579 0.5226 1 5426
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 1669.24 0.000135108 20.009 1 1 3889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1594.82 0.000430687 21.0147 1 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1805.32 0.000361292 79.285 0.1462 1 3756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1914.25 0.000100897 31.5586 1 1 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1991.89 0.00467956 66.0365 1 1 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1669.38 0.000370348 23.7575 1 1 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1730.89 0.000119533 8.97015 1 1 3792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1595.04 0.0243352 96.5521 1 1 4445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3437 1730.9 1.73851e-05 4.21479 0.3525 0.8603 3836
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 1805.38 1.03912e-05 5.09942 0.9279 0.9279 3865
2599 1914.29 0.000111952 63.3972 0.7276 0.7276 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1669.42 0.00163255 57.8705 0.8699 0.8699 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1994.92 0.00712129 251.268 1 1 2889 4099 1595.21 0.000687129 23.6363 1 1 4551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1805.48 0.00126389 10.1103 1 1 3974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1914.46 0.00587926 132.525 1 1 2997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1595.34 0.000341906 106.425 1 1 4664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1995.28 0.000209173 27.8548 1 1 2991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1669.54 0.00856167 36.6628 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1805.65 0.00694123 188.73 1 1 4081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1669.6 5.12857e-06 4.18936 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1915.25 0.0156199 60.0756 1 1 3116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1995.54 0.000519788 51.2284 0.786 0.786 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1595.44 0.00144183 27.8471 1 1 4779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1805.75 7.91209e-05 24.6005 0.3104 0.3104 4188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1669.67 0.000683973 24.752 1 1 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1995.72 0.000131306 16.5828 1 1 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1915.48 0.000146774 121.767 0.6198 0.6198 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1805.81 0.000356464 20.9348 1 1 4295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1595.48 5.13876e-05 15.3501 0.3143 1 4886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1669.69 0.00014631 10.4369 1 1 4558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1915.68 0.000160056 17.3893 0.9365 0.9365 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1805.89 0.000308113 47.678 0.5011 1 4408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1595.5 0.00041017 9.71319 1 1 4998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1995.85 0.000125508 55.2579 1 1 3317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4018 1805.9 8.22481e-05 4.57031 1 1 4430
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 1669.71 0.000737018 14.8019 1 1 4667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3031 1995.88 2.92435e-06 14.0043 2.332e-07 0.001 3396 LS failed, Hessian reset
4599 1595.52 4.53351e-05 17.2778 0.6204 0.6204 5118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1915.77 5.54008e-05 22.7375 1 1 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1669.82 2.02008e-05 12.5026 1 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1995.91 0.00188048 104.362 1 1 3474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1595.53 7.00091e-05 33.5509 0.6834 0.6834 5227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1915.96 0.00470596 29.1936 1 1 3559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1669.83 0.000130811 14.7693 1 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1995.99 0.000182561 19.0853 0.9428 0.9428 3585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1916.18 0.000328671 28.0656 1 1 3668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4775 1595.54 7.98991e-06 23.804 3.363e-07 0.001 5356 LS failed, Hessian reset
4799 1595.54 3.99486e-05 4.99931 1 1 5382
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1996.17 0.00120076 69.5533 0.7691 0.7691 3700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1669.87 0.00102744 18.1826 1 1 4999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1916.53 0.00903066 124.136 1 1 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4859 1595.55 3.49707e-06 4.07841 0.5057 0.5057 5457
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 1916.67 0.000456626 40.3026 1 1 3887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1669.95 3.67024e-05 10.4013 1 1 5108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1996.32 0.000362202 47.1071 1 1 3812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1916.73 0.000296179 19.1594 1 1 3995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1996.46 0.000296283 34.6863 1 1 3920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1670.05 0.0017653 43.5636 0.5157 0.5157 5218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3555 1996.48 3.38701e-05 3.08233 1 1 3987
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 1916.91 0.000121886 12.1261 0.9023 0.9023 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1670.28 0.00027276 21.3452 1 1 5331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1917 0.000242387 30.511 0.7542 0.7542 4214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1670.33 4.76391e-06 5.42638 0.1761 0.1761 5447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1917.05 0.00295588 37.5113 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1670.35 0.00207195 9.98871 1 1 5548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1917.19 0.000375367 22.0554 1 1 4442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 1670.57 0.000686164 136.149 1 1 5660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 1670.66 4.71393e-05 9.54306 0.7307 0.7307 5775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1917.27 0.000521145 52.2614 1 1 4548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 1670.69 0.000529344 16.135 1 1 5884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1917.3 0.00203754 48.1435 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4205 1917.3 1.62612e-06 7.81546 2.145e-07 0.001 4709 LS failed, Hessian reset
5399 1670.72 0.000350622 12.0471 1 1 5994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1917.33 0.00334357 59.3133 0.988 0.988 4810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 1670.73 0.000480737 13.2237 1 1 6105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 1670.75 0.000167886 24.6556 1 1 6212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1917.37 0.000150412 7.63945 1 1 4921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 1670.77 2.66094e-05 8.50823 0.8735 0.8735 6316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 1670.78 0.000121055 2.56209 1 1 6431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1917.44 0.000387944 84.1355 0.751 0.751 5042
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 1670.82 0.00046495 26.2557 1 1 6541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1917.55 0.000143016 16.2355 1 1 5155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5939 1670.84 2.40993e-06 6.99703 1.701e-07 0.001 6635 LS failed, Hessian reset
5999 1670.85 9.61995e-06 3.32195 1 1 6704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1917.58 0.00097764 31.1777 1 1 5268
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6066 1670.85 1.24706e-05 2.57803 1 1 6778
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4799 1917.64 0.000770537 37.9665 0.7112 0.7112 5383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1917.73 0.000332178 27.6194 1 1 5496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4965 1917.75 2.17709e-05 3.28814 1 1 5573
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1782.94 0.00829889 693.069 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1850.09 0.0809465 507.26 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1935.89 0.00674894 360.603 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1969.47 0.00738455 295.24 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1999.08 0.00517259 287.697 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2018.79 0.0186891 572.024 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2031.59 0.0014494 90.1459 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2036.3 0.0024931 206.671 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2042.69 0.00231272 209.753 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2046.46 0.0173838 477.777 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1815.87 0.013913 506.8 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2049.02 0.0005347 104.71 0.5508 0.5508 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1870.99 0.037665 4229.18 0.5542 0.5542 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1881.05 0.00280193 144.707 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2052.37 0.00106664 99.168 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1981.89 0.00857052 691.281 0.6222 0.6222 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2061.66 0.0176612 628.532 0.7935 0.7935 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2031.2 0.045383 361.238 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1967.26 0.00467569 895.765 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2071.07 0.00158952 311.615 1 1 1544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2060.74 0.00266101 1250.93 0.2052 0.2052 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1989.16 0.0131642 141.122 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2072.37 0.0015554 134.628 0.3084 1 1652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2069.47 0.0272036 452.081 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2023.26 0.156651 1845.23 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2074.69 0.00167445 262.148 1 1 1764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2106.28 0.0217679 756.404 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2039.3 0.00105005 287.165 0.802 0.802 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2077.93 0.000366487 51.5581 0.9998 0.9998 1873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2127.8 0.016899 1718.73 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2046.23 0.000632444 86.18 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2079.24 0.00011138 34.0748 1 1 1977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2053.2 0.00297628 913.71 0.4177 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1990.18 0.0965093 1534.17 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2080.26 0.0060612 84.9133 1 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2143.53 0.000217797 55.6883 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2064.75 0.0130654 670.01 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2077.71 0.000949548 176.215 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2082.92 0.000213043 392.187 0.6012 0.6012 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2147.79 0.00162609 147.862 0.7093 0.7093 993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2124.02 0.0358753 911.099 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2081.88 0.0187718 586.435 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2046.84 0.06581 1919.31 0.9551 0.9551 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2188.52 0.0452267 596.152 0.3616 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2151.76 0.0100529 343.491 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2083.83 0.00232042 122.41 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2084.68 0.0054436 263.203 1 1 1228
199 2099.54 0.0182527 743.333 0.5055 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2193.92 0.00103992 59.9494 1 1 1209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2069 0.0926988 475.62 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2084.92 0.00487676 165.631 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2086.42 0.00107667 274.737 1 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2161.7 0.00692788 244.362 0.4008 0.4008 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2180.18 0.0089329 980.399 1 1 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2085.87 0.00106677 99.3479 1 1 2542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2199.12 0.000413354 79.8791 1 1 1318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2148.78 0.0031951 195.882 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2087.84 0.001201 118.386 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2175.36 0.0131839 264.351 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2203 0.00441055 570.409 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2087.8 0.0061801 250.006 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2200.4 0.00346326 235.257 0.4976 0.4976 1426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2180.53 0.189146 984.492 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2095.41 0.0061129 607.284 0.2908 0.2908 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2214.2 0.0151023 452.025 0.9863 0.9863 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2088.61 0.00129511 201.361 1 1 2755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2214.42 0.00490165 541.722 0.2625 0.2625 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2203.53 0.0114596 248.262 1 1 1535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2094.39 0.00417745 325.41 1 1 2867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2097.31 0.00354296 240.361 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2265.01 0.0105899 279.279 0.1403 0.978 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2234.49 0.0179297 306.928 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2215.62 0.00159308 158.104 0.2793 0.2793 1649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2229.83 0.0554367 1055.06 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2098.37 0.00329883 58.4759 1 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2102.7 0.00439507 167.515 1 1 2983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2277.61 0.00410798 179.821 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2240.34 0.000490011 68.5262 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2104.48 0.000372663 70.5499 1 1 3092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2235.72 0.000616836 63.3672 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2221.27 0.00351659 227.452 1 1 1759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2098.98 0.00424744 184.621 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2224.09 0.00115146 71.5403 1 1 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2286.08 0.000250548 281.861 0.3126 0.3126 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2101.34 0.00332122 94.5413 1 1 2005
2899 2105.96 9.31267e-05 89.4572 0.05714 1 3208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2252.63 0.0101249 238.563 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2247.92 0.0826779 1268.14 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2225.96 0.0122037 543.869 0.1977 1 1971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2325.8 0.187785 810.717 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2106.07 0.000188606 19.0362 1 1 3317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2102.89 0.0283385 472.501 1 1 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2264.3 0.0203814 740.242 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2273.13 0.00392345 735.332 0.4929 1 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2230.2 0.00801346 349.482 1 1 2084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2106.28 0.0017884 47.9189 1 1 3424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2290.69 0.00214487 187.611 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2105.08 0.00188016 327.591 0.6604 0.6604 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2341.16 0.0221333 319.666 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2284.81 0.00274139 373.854 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2107.19 0.000713122 75.6517 0.677 0.677 3537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2237.18 0.0904628 259.72 1 1 2193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2105.87 0.00137521 148.783 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2350.09 0.00361344 211.017 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2304.91 0.00534886 201.204 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2303.78 0.00878114 501.686 0.7067 0.7067 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2107.34 0.00122009 52.1719 1 1 3648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2242.89 0.0175733 1042.5 1 1 2308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2207.88 0.2882 3918.24 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2354.24 0.00101198 137.892 1 1 1133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2106.37 0.000458122 30.5792 1 1 2454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2312.8 0.00151372 129.29 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2107.47 0.000308676 20.6091 0.6085 0.6085 3753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2310.84 0.00361084 179.226 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2244.88 0.000943195 117.38 0.7868 0.07868 2424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2260.24 0.0273366 644.409 0.4713 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2242.71 0.094932 3898.24 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2315.94 0.000941674 69.1401 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2107.5 0.000318637 43.3113 1 1 3858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2357.47 0.00313713 134.005 1 1 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2106.61 0.000460156 52.1757 1 1 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2245.72 0.000916235 105.632 0.9662 0.9662 2535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2316.61 0.00455511 247.185 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2107.69 0.0214617 78.5013 1 1 3962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2320.98 0.00324572 314.243 0.5502 0.5502 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2321.33 0.00098123 189.37 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2319.5 0.00150166 157.244 0.2034 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2365.15 0.00624523 198.022 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2107.21 0.00200365 59.4661 1 1 2676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2247.73 0.00121545 90.7783 1 1 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2321.33 0.0166751 1033.4 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2321.65 0.00863827 743.022 0.7079 0.7079 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2107.74 0.000324018 19.5353 1 1 4072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2107.32 6.10099e-05 13.2294 0.1961 1 2787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2322.57 0.0186679 104.204 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2248.08 0.000614076 47.8409 0.3335 0.9643 2758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2368.3 0.00376978 369.675 1 1 1472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2369.74 0.00577239 356.301 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2346.41 0.00745532 427.675 1 1 437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2326.82 0.00800037 681.646 1 1 1764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2107.82 6.86421e-05 9.32153 0.4037 0.4037 4191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2324.84 0.000542295 108.913 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2248.61 0.000175995 51.5232 1 1 2875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2107.66 0.00653462 212.804 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2357.07 0.000561434 136.853 1 1 545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2330.19 0.00701509 94.3784 1 1 1875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2382.3 0.0265439 308.211 1 1 1589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2107.84 0.00424326 82.7782 1 1 4303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1899 2327.39 0.000156764 187.825 0.3254 0.3254 2117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2399.55 0.00634894 517.371 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2107.84 0.000442404 41.9652 1 1 3019
2699 2249.79 0.00131568 43.3715 1 1 2988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2385.37 0.00813871 321.216 1 1 1704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2376.27 0.0890997 1574.24 1 1 656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2335.55 0.00322182 82.1073 1 1 1984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2328.86 0.00023176 50.3787 0.2451 1 2229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2107.86 0.000917047 21.5215 0.9286 0.9286 4417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2420.87 0.00357911 505.471 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2251.45 0.00112211 59.2099 1 1 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2107.92 0.000102523 29.4808 0.7252 0.7252 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2413.02 0.0111893 617.31 1 1 766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2336.14 0.000674614 109.057 1 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2329.19 0.000530458 48.0139 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2390.81 0.00184618 166.655 1 1 1815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2252.15 0.00231832 185.893 1 1 3214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2443.06 0.00808749 821.029 1 1 657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2108.47 0.0022596 136.892 0.9461 0.9461 4529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2108.01 0.000232273 10.9151 1 1 3241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2397.55 0.0217285 567.625 1 1 1922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2340.01 0.0091402 715.788 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2252.67 6.50286e-05 92.3239 0.4293 0.4293 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2426.81 0.0011726 394.1 1 1 881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2329.75 0.00473228 210.836 1 1 2453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2108.63 0.000474603 21.3692 1 1 4647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2463.08 0.00303731 81.693 1 1 766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2108.04 0.000297248 44.5825 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2356.34 0.0163167 233.955 0.3732 0.3732 2314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2253.28 0.00243711 474.294 0.3244 0.3244 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2331.12 7.22007e-05 13.7417 0.7663 0.7663 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2441.25 0.0752714 2736.86 1 1 989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2410.95 0.00574067 385.531 0.7431 0.07431 2031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2254 0.0169504 245.524 1 1 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2108.08 4.93987e-05 10.717 0.6238 0.6238 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2359.66 0.0112766 303.273 1 1 2426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2108.68 0.000188894 46.0264 1 1 4758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2466.72 0.00266922 192.755 1 1 879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2331.93 0.00603015 304.645 0.5854 0.5854 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2454.54 0.00680316 313.814 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4336 2108.71 3.16364e-06 18.681 1.512e-07 0.001 4843 LS failed, Hessian reset
3199 2108.13 3.95032e-05 10.4537 1 1 3568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2411.91 0.00254465 204.571 1 1 2141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2254.54 5.82712e-05 40.0867 0.9513 0.9513 3656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2362.2 0.0107354 200.23 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2108.72 0.000141955 5.37954 1 1 4913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2468.89 0.000215376 134.75 1 1 984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2468.32 0.00445801 439.399 1 1 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2108.19 8.4113e-05 38.1705 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2334.84 0.0125398 91.0231 1 1 2784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2415.13 0.00209305 59.7524 1 1 2252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2254.62 0.000343828 28.5635 1 1 3762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2362.89 0.000404537 80.0602 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4492 2108.74 1.33835e-05 2.86457 1 1 5021
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 2108.26 0.00020474 15.5195 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2476.02 0.189491 2375.24 1 1 1098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2415.94 0.00253086 95.1394 1 1 2357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2255.16 0.00156424 78.3079 1 1 3868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2336.05 0.00580458 330.968 1 1 2892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2479.98 0.00603363 716.572 1 1 1317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2363.31 0.00133369 47.1628 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2255.5 0.00237296 38.1661 1 1 3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2108.33 0.00163302 21.1954 1 1 3902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2488.82 0.00576848 312.943 1 1 1207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2418.93 0.000668727 130.566 0.4241 1 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2363.69 0.000401136 71.1893 0.76 0.76 2870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2336.55 0.000105327 133.832 0.1377 1 3000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2483.38 0.00518398 1017.34 0.5008 0.5008 1425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2109.1 0.270446 536.443 1 1 4009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2257.77 0.0137365 144.999 1 1 4097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2336.7 0.00108824 48.284 1 1 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2493.97 0.00832661 249.898 1 1 1315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2364.88 0.00185779 109.146 1 1 2982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2420.21 0.0563538 480.884 1 1 2577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2491.11 0.00385169 206.048 1 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2336.84 0.000143994 34.4331 1 1 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3650 2109.7 2.26301e-05 97.1363 1.593e-07 0.001 4110 LS failed, Hessian reset
3799 2258.87 0.00497385 236.391 0.1685 1 4207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2367.67 0.00507985 167.99 1 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2498.36 0.000755602 85.6038 3.048 0.3048 1424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2109.89 0.000399226 39.9937 1 1 4167
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2421.29 0.000109854 129.007 0.5338 0.5338 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2259.46 0.00698208 85.7835 1 1 4324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2336.91 0.000906588 30.6456 1 1 3334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2371.49 0.0171613 518.38 1 1 3211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2493.58 0.000888089 48.6838 1 1 1653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2110.19 0.000608336 57.5713 1 1 4282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2506.57 0.00652873 617.244 0.4011 0.4011 1533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2423.49 0.00178639 384.85 0.7725 0.7725 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2259.73 0.000104113 40.373 1 1 4431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2337.12 0.00102283 139.346 0.754 0.754 3442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2374.24 0.000740194 55.6917 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2496.57 0.00518596 225.543 1 1 1764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2110.29 0.000580387 28.6434 0.1364 0.8467 4394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2513.02 0.019463 174.899 1 1 1649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2424.55 0.000342555 35.7424 1 1 2910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2259.87 0.00262024 237.632 0.4531 1 4543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2337.39 0.000482702 46.6773 1 1 3550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2374.55 0.000733051 44.9953 1 1 3436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2425.27 0.00292089 82.2787 1 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2110.36 0.000150975 8.21532 1 1 4506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2515.09 0.000464225 105.558 1 1 1763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2500.47 0.0128212 350.544 1 1 1876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2260.05 0.000107299 25.6528 1 1 4654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2426.22 0.000463968 57.5303 1 1 3129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2337.45 0.000102342 9.5777 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4077 2110.38 1.79759e-05 3.37955 1 1 4593
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 2374.84 0.00646068 300.452 1 1 3545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2516.54 0.168421 1472.32 1 1 1987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2515.85 0.000954791 148.583 1 1 1879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2337.52 0.000147131 33.5404 1 1 3769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2260.13 0.000292705 61.5831 1 1 4763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2426.69 0.00018623 62.7228 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2337.6 0.00171492 56.2413 1 1 3878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2524.54 0.000506907 250.563 0.9238 0.9238 2100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2375.33 0.00148363 64.3253 1 1 3657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2516.29 0.00333703 43.2669 1 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2260.19 0.000611251 61.2773 1 1 4875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2530.81 0.000630408 132.663 1 1 2203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2337.73 3.78489e-05 35.6399 0.1551 0.1551 3988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2427.23 0.00965989 179.118 0.4156 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2260.23 0.00217723 216.458 0.1008 1 4985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2375.84 0.00336646 50.2995 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2516.55 0.00425683 247.65 0.2482 1 2104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2532.33 0.00193284 76.8979 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2427.78 0.00311204 71.812 1 1 3465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2337.84 0.00117341 28.0871 0.9728 0.9728 4103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2260.32 7.95197e-05 22.7068 1 1 5094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2376.02 4.36673e-05 14.3805 1 1 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2534.2 0.00226398 410.868 1 1 2431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2518.53 0.0029716 130.518 0.4788 0.4788 2215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2260.36 0.000422768 22.6915 0.7855 0.7855 5203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2337.95 5.11915e-05 13.702 0.7353 0.7353 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2376.3 0.00445287 220.029 1 1 3997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2428.21 0.00199723 94.2725 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2535.85 0.00216423 58.7996 1 1 2542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2260.4 7.68142e-05 42.369 0.2941 1 5320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2338.07 0.000113922 43.8976 1 1 4322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2376.71 6.15825e-05 73.5046 0.3845 0.3845 4106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2428.84 0.000660575 135.405 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2521.54 0.0139068 138.481 1 1 2324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2536.65 0.000607595 166.586 1 1 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2260.41 6.83992e-05 24.7155 1 1 5433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2376.93 0.00013378 13.5989 1 1 4212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4943 2260.42 4.99421e-05 4.7107 1 1 5478
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3999 2338.25 0.00155727 28.1439 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2429.09 0.000372716 98.2509 1 1 3802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2539.25 0.00205591 158.587 1 1 2762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2524.49 0.00219443 228.897 0.6662 0.6662 2434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2377.04 0.000192033 17.1469 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2338.33 0.00064126 92.3611 1 1 4545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2429.44 0.00064 65.186 1 1 3915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2338.41 0.000303123 16.5656 1 1 4659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2540.9 0.000143882 68.1365 1 1 2869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2377.26 0.00115167 39.2093 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2526.31 0.00260818 71.0891 1 1 2545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2429.54 5.95735e-05 16.5664 1 1 4026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2338.45 0.00165759 13.1862 1 1 4764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2541.24 0.00327364 90.0398 1 1 2985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2527.19 0.00779775 529.246 0.4421 1 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2378.42 0.00449595 182.99 1 1 4548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2429.72 0.000460267 37.9241 1 1 4138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2338.51 0.000461934 15.0899 1 1 4869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2527.64 2.8311e-05 21.7127 0.6537 0.6537 2766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2541.84 0.000212947 88.5721 0.4462 1 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2378.94 0.000490766 182.938 0.9858 0.9858 4658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2338.59 0.000183 82.108 1 1 4974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2529.3 0.000499603 145.085 1 1 2878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2429.98 0.000999505 118.645 1 1 4253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2542.17 6.85578e-05 36.6869 0.5646 0.5646 3211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2338.76 0.0290266 69.4153 1 1 5084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2379.16 0.00149879 30.7321 1 1 4770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2430.69 8.56154e-05 93.7795 0.259 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2542.47 0.0143575 347.123 1 1 3320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2529.52 0.000127191 22.8708 1 1 2991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2338.89 0.000408615 40.0028 1 1 5195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2430.96 0.000161573 39.4926 1 1 4471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2379.23 0.00011768 124.97 0.04907 1 4879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2542.91 0.00103741 120.952 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2530.19 3.14766e-05 36.4318 0.2933 1 3101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2338.97 7.168e-05 13.0991 1 1 5311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2431.16 0.000833788 38.678 1 1 4580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2379.51 0.000130775 55.5729 0.4147 1 4992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2543.14 0.000319294 12.8067 1 1 3539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2339.03 0.000178619 57.7521 0.255 1 5419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2431.28 0.00188772 43.7506 1 1 4688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2530.33 0.00563644 90.9097 1 1 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4920 2339.03 3.30341e-05 4.51406 1 1 5443
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4599 2379.68 0.00107643 141.13 0.4519 1 5104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2543.46 0.000632639 89.353 0.5073 0.5073 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2431.39 0.00268336 56.6771 1 1 4801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2380.29 0.000372648 60.8999 1 1 5218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2530.41 0.000303695 12.9678 0.8395 0.8395 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2543.75 0.000978502 23.0187 1 1 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2380.63 0.000770223 127.95 0.7377 0.7377 5327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2431.64 0.000599118 52.4732 0.5186 0.5186 4909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2530.47 0.000594637 31.0579 1.468 0.1468 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2544.05 0.00274516 158.084 1 1 3881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2381.22 0.00297053 56.513 1 1 5435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2431.88 0.000443713 140.632 0.7113 0.7113 5020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2530.56 0.00307882 109.808 1 1 3546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2381.46 0.00214188 137.872 0.5482 0.5482 5543
3599 2544.69 0.00378167 89.9119 0.5135 1 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2431.95 0.000223252 145.639 0.3733 1 5134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2530.71 0.00127737 78.2756 1 1 3660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2545.36 0.000671639 46.8882 1 1 4099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2381.85 0.00466787 201.637 1 1 5657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2432.11 0.000761158 176.464 0.3158 1 5244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2530.79 0.000794643 85.9776 1 1 3774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2545.97 0.00369862 596.229 0.6009 0.6009 4207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2382 8.58736e-05 45.1199 1 1 5769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2530.87 1.93833e-05 12.2019 0.3671 0.3671 3886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2432.28 0.000414603 18.6082 0.8075 0.8075 5354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2547.12 3.57177e-05 55.8739 1 1 4322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2382.05 0.000152549 19.2537 0.9241 0.9241 5883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2432.51 3.56209e-05 16.9789 1 1 5460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5326 2382.06 2.90303e-05 6.82742 1 1 5912
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 2530.95 0.000637299 19.9484 1 1 3997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2547.81 0.000542444 113.565 1.256 0.1256 4431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2432.75 0.00324113 80.8681 1 1 5566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2531.15 0.0030403 38.3341 1 1 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2548.2 0.00153769 184.147 1 1 4539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2432.79 3.83326e-05 13.9467 0.5037 0.5037 5677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2531.35 0.000798529 55.8034 1 1 4220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2548.27 3.6105e-05 17.6395 1 1 4653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2432.85 0.000325785 33.563 1 1 5782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2531.85 0.00100816 74.7676 1 1 4330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2548.35 3.88888e-05 15.4097 1 1 4763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2432.97 0.000431864 36.7858 0.526 0.526 5893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2531.9 1.30823e-05 11.3704 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2548.47 0.00820117 129.037 1 1 4871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2314.28 0.0299734 334.265 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2433.05 0.00040337 61.0249 1 1 6008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2532.02 0.0013193 30.7429 0.3283 1 4552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2549.64 3.97145e-05 169.698 0.635 0.635 4981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2377.11 0.00539152 600.492 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2433.11 0.000420852 28.3254 0.145 1 6118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2532.21 0.00327304 63.3758 1 1 4666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2549.87 0.0012106 126.873 0.2784 1 5097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2421.93 0.00539726 208.392 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2433.16 2.50311e-05 17.05 1 1 6231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2550.24 0.000446044 32.1402 1 1 5211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2532.75 0.00134141 46.397 1 1 4773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2467.07 0.00195107 368.08 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2433.25 3.71738e-05 30.0956 0.6197 0.6197 6340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2550.41 5.51465e-05 31.8752 0.9344 0.9344 5321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2533.22 0.00077766 28.4687 1 1 4880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2509.79 0.0166336 2488.23 0.2284 0.02284 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2433.33 0.00193357 101.349 0.9964 0.9964 6448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2550.47 0.000240704 40.4044 1 1 5430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2533.3 0.000825355 60.2583 1 1 4990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2576.01 0.00164543 284.897 1 1 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2433.59 0.000409851 53.2357 1 1 6563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2550.54 1.19147e-05 5.74842 1 1 5541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2321.4 0.00874197 637.365 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2533.35 0.000131011 36.51 0.09389 1 5098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2583.77 0.00121223 304.226 0.3398 0.3398 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2434.08 0.0136586 84.8426 2.974 0.2974 6678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2550.71 2.70251e-05 15.4959 1 1 5656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2399.28 0.00930733 470.638 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2533.48 0.00118025 48.4035 1 1 5210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2590.74 0.00198908 282.654 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2550.77 0.000159414 28.9521 0.3659 0.3659 5768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6086 2434.4 1.30823e-05 73.0239 1.724e-07 0.001 6823 LS failed, Hessian reset
299 2458.04 0.0127994 226.198 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2434.43 0.000289557 54.2867 1 1 6838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2550.83 4.60674e-05 19.5427 0.4699 1 5881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2533.55 0.00065351 26.4726 1 1 5321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2594.18 0.0184122 127.671 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2434.5 6.18558e-05 33.1047 1 1 6944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2515.95 0.00272207 183.793 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2598.06 0.0155134 255.774 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2434.54 0.000411238 51.2671 1 1 7056
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2533.6 9.26408e-05 7.08447 1 1 5429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2550.99 0.0035031 45.1764 1 1 5989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2539.11 0.0180483 243.759 1 1 576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2434.56 0.000144831 14.04 1 1 7168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2605.44 0.0462209 567.962 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2533.63 0.00012859 33.3128 1 1 5539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2551.55 0.00158949 87.3477 1 1 6102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 2434.6 0.000354532 24.5267 0.6755 0.6755 7279
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2393.47 0.0180958 772.433 0.4681 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2545.24 0.00815008 629.646 0.3471 0.3471 687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2619.42 0.00257345 241.764 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2552.51 0.00863659 57.2502 1 1 6215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2533.67 4.83292e-05 12.2604 1 1 5654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 2434.65 0.000412116 19.4031 0.9446 0.09446 7392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2549.85 0.00174809 106.098 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2485.04 0.0271465 1055.2 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2635.01 0.000675698 285.722 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5178 2533.69 1.5401e-06 4.452 0.744 0.744 5748
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5699 2552.64 0.000545107 77.3342 0.2304 0.2304 6328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 2434.69 0.000316374 15.9424 1 1 7498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2555.23 0.00725363 217.131 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2504.32 0.00113796 298.766 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2648.97 0.000567969 219.258 1 1 1553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2552.7 0.000567872 85.9429 0.5182 1 6443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6773 2434.72 2.0659e-06 10.6588 2.108e-07 0.001 7623 LS failed, Hessian reset
6799 2434.72 0.000353564 62.3539 0.187 1 7653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2564.68 0.00125634 57.963 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2552.78 0.00100388 73.0669 1 1 6553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2661.37 0.0429025 643.969 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2530.88 0.00622673 444.396 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6845 2434.73 5.67626e-06 23.2732 5.495e-07 0.001 7759 LS failed, Hessian reset
999 2575.8 0.000133106 70.1656 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 2434.73 4.66097e-05 7.68867 1 1 7818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2552.98 0.000749409 104.855 0.2727 1 6668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2667.81 0.000749363 257.904 1 1 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6909 2434.73 1.45384e-05 2.977 1 1 7828
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1099 2580.66 0.00199703 131.64 0.3618 1 1231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2584.98 0.0205063 315.785 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2674.59 0.0159174 1179.08 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2553.14 0.000325964 21.3894 0.4587 1 6781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2611.78 0.0457531 1101.94 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1199 2582.96 0.00186004 363.681 0.1245 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2691.75 0.00880973 1236.48 0.4569 0.4569 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2553.25 0.00225273 61.9775 1 1 6891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6207 2553.26 4.3296e-06 28.4789 1.401e-07 0.001 6944 LS failed, Hessian reset
699 2618.19 0.00441598 260.898 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2586.8 0.00140461 150.065 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2703.98 0.000341405 62.5655 1 1 2113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2553.31 0.000234458 37.759 1 1 7046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2625.48 0.0923265 1773.45 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2587.93 0.000901279 63.3215 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2553.32 3.86141e-05 10.5722 0.2271 0.2271 7156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2706.52 0.00702918 221.38 0.9949 0.9949 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2588.5 0.00120059 85.7792 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2633.29 0.00930197 835.69 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 2553.35 5.99561e-05 21.2276 1 1 7268
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2709.9 0.00832149 443.816 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2589.33 0.00621261 61.9448 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2637.36 0.0350809 632.247 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2713.99 0.00169961 123.679 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 2553.4 4.9985e-05 31.1437 1 1 7380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2416.01 0.00638398 686.208 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2590.42 0.000655853 35.3484 1 1 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 2553.49 0.000193285 38.9677 1 1 7487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2659.32 0.00320936 943.512 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2518.65 0.00661461 1739.71 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2719.56 0.00293881 333.429 1 1 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2590.93 0.000842406 63.3383 1 1 2025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2681.16 0.00106707 246.159 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2722.6 0.00498254 241.368 1 1 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6791 2553.52 4.82346e-05 3.04311 1 1 7587
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 2591.78 0.00235542 113.654 1 1 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2544.24 0.00732373 834.756 0.8111 0.8111 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2724.24 0.000928108 74.3816 1 1 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2690.54 0.00216458 162.124 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2604.94 0.00145936 677.739 0.8471 0.8471 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2593.77 0.0380994 448.893 1 1 2251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2692.77 0.00844397 601.246 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2726.42 0.000154032 194.726 0.1492 0.1492 2884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2595.8 0.00403623 62.4424 0.7711 0.7711 2361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2634.71 0.00290358 470.306 0.4627 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2699.4 0.00104193 49.8307 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2727.09 0.00292278 108.435 1 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2597 0.00823864 482.751 0.2852 0.2852 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2678.61 0.0676313 2450.3 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2738.56 0.00332352 129.105 1 1 3104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
1599 2703.16 0.00126221 99.8917 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2598.04 0.000619081 160.182 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2690.31 0.000765132 534.786 0.448 0.448 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2740.23 0.00173559 153.189 1 1 3214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2501.46 0.000546326 553.473 0.6536 0.6536 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2707.84 0.00080455 156.147 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2598.53 0.00311604 65.3753 1 1 2697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2701.32 0.00679883 285.346 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2709.45 0.00343847 181.703 2.528 0.2528 2003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2598.69 0.000852489 138.304 0.7298 0.7298 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2587.51 0.00119828 576.822 0.226 1 238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2740.82 0.000258769 302.693 0.5032 0.5032 3326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2710.33 0.00701857 300.07 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2710.95 0.012788 224.828 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2598.9 0.000126331 11.455 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2743.72 0.000353438 106.543 1 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2624.32 0.00196405 144.113 0.8369 0.8369 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2723.95 0.0207653 519.278 0.8119 0.08119 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2711.74 0.00190402 393.619 0.2525 0.2525 2226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2745.41 0.0084443 162.151 0.8359 0.8359 3551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2599.12 0.00126018 47.9537 1 1 3027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2634.51 0.00360524 102.24 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2728.08 0.00128001 248.524 0.9547 0.9547 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2747.09 0.00162882 63.4817 0.3216 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2599.25 0.000684758 29.4296 0.7048 0.7048 3139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2712.03 0.000791928 89.1343 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2640.84 0.00207629 293.196 0.279 0.279 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2747.9 0.000152303 41.8613 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2733.64 0.00598363 125.762 1 1 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2712.4 0.000633424 50.5375 1 1 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2599.32 0.000414165 63.283 0.4057 0.4057 3251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2681.04 0.00629171 887.525 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2748.08 0.000207353 69.4891 1 1 3880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2737.43 0.000169316 38.374 1 1 1475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2713.32 0.00137384 80.2617 1 1 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2599.39 9.06374e-05 15.6575 1 1 3358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2743.79 0.00238681 176.015 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2748.45 0.000583932 51.2054 1 1 3987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2714.31 0.00294927 226.457 1 1 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2599.52 0.010626 220.796 1 1 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2740.52 0.0276521 763.048 1 1 1584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2749.61 0.00392112 232.59 1 1 4098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2758.01 0.00218187 160.465 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2714.73 0.00279859 99.8334 1 1 2772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2599.71 0.00114734 143.308 0.2846 0.2846 3571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2751.33 3.50419e-05 36.8882 1 1 4211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2745.29 0.00245493 295.687 1 1 1695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2771.71 0.000788617 153.51 0.8239 0.8239 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2716.03 0.00278547 50.5119 1 1 2878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2599.81 0.00134423 27.9331 1 1 3678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2780.16 0.109685 699.043 1 1 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2748.31 0.00118429 139.047 1 1 1812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2751.42 0.000197541 30.8386 0.7628 0.7628 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2716.25 7.67617e-05 39.4648 1 1 2988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2599.85 0.000242889 31.2912 0.1202 1 3787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2773.82 0.00686288 189.566 1 1 1923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2797.74 0.0197093 574.738 0.4191 0.4191 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2716.41 0.000233666 25.1713 1 1 3101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2751.5 0.000129424 35.3416 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2777.71 0.00175875 83.9657 1 1 2037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2599.89 8.96269e-05 15.8884 0.2892 0.2892 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2815.63 0.00364514 1292.82 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2751.8 0.00192546 108.054 0.3854 1 4551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2716.76 3.01458e-05 18.7261 1 1 3206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2599.92 0.000106513 9.2953 1 1 4013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2778.45 0.00408816 152.991 0.2966 1 2151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2716.85 0.000266673 79.9887 0.3889 1 3315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2825.99 0.00654326 342.217 1 1 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2752.24 0.000473919 159.025 1 1 4666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2599.96 0.000461859 44.8218 0.1573 1 4125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2779.6 0.000365525 29.2673 1 1 2259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2716.94 0.0012861 31.6213 1 1 3435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2828.09 0.000453271 136.163 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2585.29 0.00258986 442.14 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2752.81 0.000342274 103.626 1 1 4780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2599.99 1.88283e-05 9.88683 1 1 4234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2627.91 0.0249149 2158.44 0.8242 0.8242 218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2779.95 0.000219562 76.9959 0.3923 0.3923 2368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2836.54 0.00284176 93.3693 1 1 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2717.11 0.000577554 60.0756 1 1 3545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2600.07 0.00211292 23.1345 1 1 4346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2753 0.000486984 47.7937 1 1 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2693.04 0.00539177 411.962 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2838.22 0.000920489 233.869 0.1547 0.1547 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2780.92 0.000604576 28.8104 1 1 2481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2753.82 0.0485083 74.7671 1 1 5000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2600.12 0.000130914 9.13247 1 1 4461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2717.54 0.00578619 55.5964 2.072 0.2072 3658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2781.33 0.00116846 129.938 1 1 2595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2600.16 5.72705e-05 14.0267 1 1 4578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2717.8 0.00012865 10.1984 1 1 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2753.97 9.00922e-05 20.6382 1 1 5109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2843.23 0.00530828 141.509 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2715.64 0.0364875 1707.1 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4158 2600.17 4.06143e-06 2.65119 0.7915 0.7915 4642
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 2781.77 0.00529723 56.9121 0.3559 1 2712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2657.05 0.0367885 1094.82 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2754.2 0.000637681 39.9997 3.176 0.3176 5223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2754.67 0.00242266 360.868 0.7205 0.7205 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2717.86 0.000101025 54.4823 1 1 3884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2844.45 0.00530355 167.569 1 1 2021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2781.86 2.8918e-05 8.86522 1 1 2823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2754.41 0.0010133 152.176 1 1 5339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2717.95 0.00107851 49.9772 1 1 3993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2766.8 0.00882266 908.402 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2768.95 0.00920596 870.867 0.6918 0.6918 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2845.73 0.000211893 48.0165 1 1 2133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2782 0.000138558 101.26 0.05042 1 2932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2754.44 7.5586e-05 15.1391 1 1 5448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2785.63 0.00618435 241.315 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2718.03 6.42658e-05 17.0139 1 1 4101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2795.99 0.00143539 79.2856 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2847.7 0.000531469 163.678 1 1 2245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2782.1 0.00300421 70.1966 0.8581 0.8581 3038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2754.56 0.000135891 23.2806 0.3218 0.8476 5565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2718.14 0.00508372 42.9768 0.8587 0.08587 4216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2815.49 0.0311467 695.808 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2822.94 0.102885 491.871 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2849.74 0.00402954 279.095 1 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2754.61 0.00155207 75.6127 1 1 5677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2718.83 0.0080788 96.2404 1 1 4327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2782.23 0.00152293 20.2101 1 1 3153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2837.89 0.000834266 76.8272 1 1 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2851.82 0.000482569 326.436 0.4252 0.4252 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2851.2 0.00597674 225.895 1 1 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2719.19 0.00108433 78.9791 0.8203 0.8203 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2754.82 0.000552068 49.1824 1 1 5792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2782.27 0.000162277 43.1511 1 1 3271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2856.83 0.00133328 207.036 0.9091 0.9091 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2860.95 0.0270017 2196.99 0.1814 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2853.1 0.00178258 96.8527 1 1 2582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4096 2719.26 3.27853e-05 2.9184 1 1 4548
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5299 2754.87 4.93423e-05 10.3765 1 1 5899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2782.31 0.000529896 15.2598 1 1 3380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2756.41 0.00206613 486.305 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2864.66 0.00289299 153.841 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2754.93 0.000245314 55.8246 1 1 6010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2855.03 0.000222534 48.4534 1 1 2694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2940.95 0.00893562 1443.83 0.8282 0.8282 771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2782.38 0.00372526 114.412 1 1 3494
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2886.31 0.0177616 1396.06 0.1301 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2867.85 0.0113064 538.044 1 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2754.97 0.000365947 56.7704 1 1 6119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2958.22 0.00472146 455.544 1 1 881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2782.58 0.00105856 116.058 1 1 3601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2855.95 0.00253067 141.73 1 1 2800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2934.08 0.00507661 1810.31 0.8639 0.8639 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2870.87 0.00350282 507.769 1 1 1440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2755.03 9.26548e-05 22.2792 1 1 6235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2857.36 0.00110213 186.088 1 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2974.23 0.000915378 137.093 0.8016 0.8016 988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2782.92 0.00405753 48.5381 0.3237 1 3710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2755.04 0.000115227 25.233 0.3637 1 6347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2962.64 0.0041014 128.755 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2978.75 0.00319685 296.248 0.9687 0.9687 1099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2874.09 0.00013337 71.1389 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2858.07 0.00790275 493.492 1 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2783.08 0.000470428 19.6601 1 1 3818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2755.11 0.000164203 28.284 1 1 6461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2993.79 0.0353171 326.502 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2876.11 0.000541493 128.751 1 1 1657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2859.57 0.00114389 60.2195 1 1 3134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2783.15 3.73582e-05 16.6521 0.6045 0.6045 3932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2994.5 0.00548023 1490.88 0.3638 0.3638 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2755.36 0.00589369 141.955 1 1 6569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3030.9 0.0148561 466.511 0.305 1 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2860.73 0.00749318 155.968 1 1 3246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2877.88 0.0019556 219.811 0.6867 0.6867 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2755.54 0.00445272 208.944 1 1 6677 3599 2783.18 4.77791e-05 9.18611 1 1 4043
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3001.31 0.0017469 235.308 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6069 2755.62 4.94512e-05 6.42929 1 1 6754
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3664 2783.18 2.46265e-05 3.98515 1 1 4111
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 2880.34 0.00439344 318.458 0.5652 0.5652 1870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3008.28 0.0357875 513.736 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2861.79 0.00539315 78.787 1 1 3357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3061.21 0.0230357 349.987 1 1 801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2881.44 0.00465669 90.1702 1 1 1984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2872.98 0.0169985 166.595 1 1 3471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3072.86 0.00595738 458.86 0.9808 0.9808 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3013.18 0.0181066 1334.58 0.3275 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2882.94 0.00107686 57.5059 1 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3081.22 0.00515007 1228.83 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2874.24 0.00249556 103.786 1 1 3581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3020.23 0.00817687 165.718 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2889.17 0.162647 804.094 1 1 2200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2874.74 0.00106902 24.9867 1 1 3695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3026.18 0.00934662 402.402 0.7978 0.7978 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3098.77 0.00354111 572.176 1 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2890.87 0.0385705 191.158 1 1 2320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2875.01 0.00150069 397.791 0.4536 0.4536 3812
1699 3040.97 0.00846144 140.524 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3106.71 0.00158398 144.293 1 1 1247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2893.09 0.00638141 313.624 1 1 2433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2875.78 0.00387616 216.665 1 1 3922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3045.73 0.00172314 135.17 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3115.26 0.00597402 326.568 1 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2893.57 0.00108839 68.3311 1 1 2536
1899 3047.33 0.000200743 30.9948 1 1 2117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2876.31 0.000169689 24.3616 1 1 4031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3121.22 0.0115606 234.479 1 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2895.66 0.00087085 249.697 0.5798 0.5798 2648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3048.21 0.00441182 132.051 0.8952 0.8952 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2876.46 0.00057106 47.3991 1 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3143.55 0.00341792 245.354 1 1 1572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2896.05 0.000187555 31.0719 1 1 2758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3049.38 0.000134625 41.3106 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3148.48 0.00043067 84.6561 0.718 0.718 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2876.77 0.000535925 61.2667 1 1 4257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2896.37 0.00414964 71.6979 1.33 0.133 2874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3049.94 0.00374945 412.147 1 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3156.73 0.000731341 278.43 0.3446 0.3446 1798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2877.31 0.00291263 148.378 1 1 4370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2896.86 0.000528396 22.6712 1 1 2986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3050.52 0.000308844 51.9544 0.6571 0.6571 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2877.62 1.74504e-05 12.9977 1 1 4483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3157.81 0.000205065 33.1521 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2897.21 0.000442565 71.8151 0.204 0.204 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2877.78 0.000255126 23.6877 0.9933 0.9933 4591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3050.76 5.08856e-05 44.9428 0.4692 0.4692 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3159.96 0.00010175 60.9705 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2877.81 0.000452906 19.0998 1 1 4702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3051.65 0.000188426 43.8502 1 1 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2897.75 0.000738741 200.988 0.2375 0.891 3204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3160.7 0.000234478 120.625 1 1 2126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2898.11 0.00179089 188.365 0.1223 1 3315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2877.9 0.000242644 31.2112 0.9513 0.09513 4815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3053.08 0.0113296 389.151 1 1 2895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3162.07 0.00145934 621.208 0.5381 0.5381 2243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2806.63 0.000460132 287.561 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2898.45 0.000676932 34.1874 1 1 3433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2877.97 0.000334177 50.7447 0.5944 0.5944 4926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3056.45 0.00754449 552.772 0.4091 1 3004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3165.32 7.44879e-05 90.6075 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2988.47 0.0208462 773.51 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2898.63 0.00552306 112.07 1 1 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2878.07 2.34905e-05 9.44203 0.9363 0.9363 5038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3056.75 0.00450914 69.7675 1 1 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3167.9 0.000781672 108.391 1 1 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2898.82 2.88987e-05 15.4621 1 1 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3030.47 0.043682 1075.87 0.8826 0.8826 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2878.17 0.000472445 28.8442 0.9077 0.9077 5151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3056.88 9.14151e-05 16.3973 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2898.96 0.000231132 20.857 1 1 3763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3168.82 0.001365 97.3138 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3060.99 0.00194053 240.861 1 1 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2878.23 0.00273561 99.9024 1 1 5264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3057.07 0.00120107 65.7101 0.9295 0.9295 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3169.36 0.000991496 238.27 1 1 2687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2899 0.000550198 64.1748 1 1 3881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3068.72 0.00216526 273.821 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2878.59 0.000496158 89.7747 1 1 5373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2899.1 0.00123961 36.9127 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3170.12 0.00106989 138.798 0.8263 0.8263 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3099 3057.17 6.52106e-05 17.9257 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2878.75 0.00226643 161.376 1 1 5487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3087.6 0.060658 1036.5 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3057.25 0.00143214 32.1064 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2899.35 0.00229567 38.5782 1 1 4103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3170.62 0.000434859 61.2544 1 1 2917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2881.07 0.00993325 296.076 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2878.87 0.000615879 115.302 1 1 5599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3125.24 0.0346624 404.121 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3775 2899.37 9.78555e-05 3.68443 1 1 4187
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3299 3057.29 0.000352642 53.7516 1 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2878.92 0.0038403 34.095 1 1 5712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3171.41 0.00015511 78.9312 0.5131 0.5131 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3033.13 0.124519 5253.96 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3133.65 0.0188429 239.526 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3057.31 0.000267938 28.264 1 1 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2879.01 0.000101295 6.14408 1 1 5826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3172.11 0.000257701 257.782 1 1 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3087.38 0.00656533 587.396 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3466 3057.32 2.60128e-06 3.95697 1 1 3848
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 3140.66 0.0261634 2130.46 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3174.08 0.174902 592.787 1 1 3241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2879.04 0.000346901 27.3252 1 1 5934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3122.13 0.000921832 137.167 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2879.14 0.000466759 20.6016 1 1 6043
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3153.46 0.00129914 303.014 0.7895 0.7895 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3179.78 0.00377807 40.4112 1 1 3359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3153.58 0.0388573 478.005 1 1 577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2879.18 2.46288e-05 11.8215 1 1 6155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3155.63 0.00180002 581.728 0.4852 0.4852 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2879.2 0.000149811 15.5254 1 1 6258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3177.56 0.00286084 168.059 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3180.32 0.000305265 24.1879 1 1 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2821.36 0.00598964 440.829 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2649.58 0.0147641 267.687 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5675 2879.21 1.8555e-05 3.614 1 1 6342
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
699 3211.47 0.000947461 322.454 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3161.3 0.000800222 136.834 1 1 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3180.55 0.000881274 99.2409 1 1 3584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2918.44 0.00707888 357.221 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3217.99 0.000932633 178.159 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2826.79 0.101552 694.329 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3164.51 0.00148196 497.717 0.5554 0.5554 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3180.88 2.28343e-05 36.8076 0.2501 0.2501 3693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3016.56 0.0182281 385.553 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3225.4 0.0275837 275.072 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3167.92 0.0109586 197.698 0.8009 0.8009 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2942.23 0.0107789 825.258 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3181.06 0.000626409 45.6387 1 1 3805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3032.98 0.000979292 472.053 0.7775 0.7775 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3173.45 0.00229296 256.475 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3230.68 0.000774247 253.915 0.2271 1 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 399 2993.81 0.00475951 1042.89 0.4966 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3181.22 0.000875101 142.27 1 1 3918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3052.5 0.00116311 462.597 0.9399 0.9399 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3175.65 0.000618158 61.3557 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3234.15 0.00374945 287.211 1 1 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3010.65 0.00112962 1105.83 0.2665 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3181.49 3.72219e-05 12.2405 1 1 4032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3619 3181.49 4.16394e-05 4.30628 1 1 4052
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 3067.18 0.00752542 494.587 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3179.15 0.000991985 301.133 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3042.21 0.0740764 951.851 0.4182 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3237.03 0.0165332 616.604 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3098.97 0.00569639 172.602 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3179.86 0.00046457 156.906 1 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3132.13 0.00448192 646.084 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3254.26 0.0386764 3024.18 0.4507 0.4507 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3149.83 0.00364116 980.512 0.382 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3180.82 0.000621172 47.8516 1 1 2104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3147.78 0.000568048 84.6527 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3263.92 0.00123796 55.2881 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3164.79 0.00338335 386.595 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3181.35 0.000617062 128.682 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3264.61 0.0013197 43.6847 1 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3184.9 0.0121925 113.756 1 1 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3182.96 0.00656478 155.967 1 1 2329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3168.24 0.000446755 55.1757 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3265.08 0.000186051 171.567 0.1701 0.1701 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3186.16 0.000427012 187.353 0.7846 0.7846 2435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3213.61 0.0218019 2015.42 0.4608 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3177.9 0.00385607 374.268 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3265.86 0.00510371 257.941 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3223.44 0.00860596 514.164 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3186.57 2.25242e-05 46.6229 0.1996 0.1996 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3185.64 0.000153209 72.657 0.6676 0.6676 1355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3266.62 0.00066585 168.384 1 1 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3192.63 0.00649233 315.042 1 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3187.16 0.0088677 114.563 1 1 2663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3236.53 0.00978018 378.148 1 1 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3267.62 0.00340788 537.169 0.8366 0.8366 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3189.6 0.0357375 401.601 1 1 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3195.65 0.00070902 157.738 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3268.89 0.00214396 61.9066 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3243.28 0.00108962 144.474 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3192.06 0.00248624 199.832 1 1 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3200.76 0.00239526 292.164 1 1 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3260.21 0.00112978 247.784 1 1 1582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3271.36 0.000362689 161.545 0.2495 0.2495 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3192.73 0.000836913 148.394 0.3033 1 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3213.25 0.00705221 352.703 1 1 1797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3268.39 0.00838516 448.841 1 1 1693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3272.48 0.000279474 34.2824 0.7657 0.7657 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3193.26 0.00196943 62.1359 0.505 0.0505 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3225.78 0.00850625 820.137 0.02389 1 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3194.02 0.00128067 218.785 1 1 3218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3271.78 0.00161756 162.25 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3273.97 0.00524468 34.9004 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3238.1 0.00568603 219.28 1 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3194.24 0.000155969 28.853 1 1 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3272.98 0.00236735 501.113 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3275.25 4.3847e-05 32.5429 0.7497 0.7497 2682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3240.35 0.00236324 226.787 1 1 2134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3194.35 0.000352934 30.0995 1 1 3454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2595.64 0.0153782 380.448 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3243.1 0.000267423 170.502 0.3848 0.3848 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3277.21 0.000664415 248.318 0.3678 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3275.38 0.000225505 30.2586 0.571 0.0571 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3194.7 0.00205179 161.82 1 1 3560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2675.98 0.0142057 362.379 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2654.85 0.0268772 545.746 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3243.9 0.00249346 401.838 0.4854 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3275.55 0.00120162 184.45 0.5256 0.5256 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3279.8 0.000248034 389.4 0.1102 1 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2751.82 0.0124008 717.725 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3195.01 0.00215944 126.136 1 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2730.97 0.0355732 353.752 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2737.65 0.0886184 1558.65 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3278.06 0.00242121 109.912 0.3299 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3244.8 0.000257076 26.3116 1 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3281.37 0.00332864 230.43 1 1 2250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3195.31 8.06865e-05 92.3073 0.07899 1 3774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2857.69 0.00741614 518.922 0.7656 0.7656 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2990.13 0.0944647 2024.28 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3245.98 0.00982198 120.853 1 1 2575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3280.34 0.0216159 522.013 0.5197 0.5197 3125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2869.01 0.00818993 921.27 0.2826 0.2826 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3282.97 0.003095 70.7709 1 1 2366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3032.92 0.0118286 1441.38 0.437 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3195.43 0.00114821 102.67 1 1 3888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2918.28 0.00507496 515.28 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3280.88 0.00594488 109.664 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2941.53 0.00505207 344.445 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3247.84 0.0180062 321.538 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3284.14 0.00101933 84.3076 0.6252 0.6252 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3195.73 0.000356211 47.1047 0.2524 0.2524 4007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3092.6 0.00560039 438.343 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3281.05 0.000467136 55.8643 1 1 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3000.12 0.00198724 248.727 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3250.91 0.00199364 165.95 1 1 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3045.52 0.0563858 366.005 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3286.94 0.00684784 555.52 0.3899 1 2591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3195.86 0.000233414 75.0989 1 1 4121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3149.64 0.00603619 370.392 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3251.68 0.000821342 58.5371 0.2585 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3076.31 0.00388631 604.777 0.3352 1 670 3099 3281.1 0.00128549 35.4052 1 1 3465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3028.68 0.00589753 287.577 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3195.91 0.000103519 46.4672 1 1 4230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3294.09 0.00355373 213.759 1 1 2706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3170.05 0.00480083 582.418 0.3843 0.3843 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3281.31 0.000196318 22.1097 1 1 3576
699 3083.05 0.0338793 622.089 0.8289 0.8289 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3251.83 0.00256332 24.641 0.5844 0.5844 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3079.16 0.0258529 660.936 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3196.03 0.000552367 16.9158 1 1 4343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3317.17 0.00110626 36.0495 0.9226 0.9226 2818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3189.68 0.00705541 211.571 1 1 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3281.38 0.0052621 124.524 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3196.14 0.000123051 34.8006 0.3386 0.813 4454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3251.89 4.33187e-05 12.3493 1 1 3126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3100.31 0.175333 885.339 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3172 0.0261441 111.094 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3199.85 0.0477175 1789.08 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3318 0.000267404 116.452 1 1 2932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3281.53 0.00116385 86.2418 1 1 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3196.81 0.00150735 46.0047 0.8704 0.8704 4561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3157.31 0.0797458 211.245 1.186 0.1186 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3252.07 0.00596282 184.351 1 1 3230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2763.84 0.0767349 1987.17 1 1 109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3182.63 0.00994276 246.43 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3318.54 0.00257568 164.74 1 1 3047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3221.35 0.00675816 814.32 1.747 0.1747 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3197.07 0.00516204 74.9771 1 1 4673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3177.06 0.0157823 1036.4 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3281.68 0.00180956 72.2634 1 1 3915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2838.34 0.314406 1384.29 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3252.47 0.00817338 93.2548 1 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3243.81 0.171087 347.903 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3319.61 0.0371021 236.47 1 1 3158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3197.52 0.0430947 79.309 1 1 4786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3254.24 0.00610944 162.719 0.9146 0.9146 1327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3252.76 0.00208922 98.7529 1 1 3450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3281.92 2.46658e-05 26.0873 1 1 4027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2926.26 0.262822 1842.76 1 1 328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3220.16 0.00287216 507.139 0.1831 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3197.77 0.0187035 53.8115 1 1 4897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3255.62 0.0595718 1171.22 0.4687 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3274.84 0.0945367 4342.83 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3321.76 0.000716572 55.3821 0.5712 0.5712 3277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3282.1 0.000397534 10.2961 1 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3252.96 5.36621e-05 74.8389 0.5802 0.5802 3563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3041.69 0.00244935 492.588 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3197.96 0.0102025 143.99 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3242.18 0.0284485 1055.66 0.6582 0.6582 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3270.74 0.00905484 322.331 0.1372 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3253.02 0.000160266 33.1341 0.58 0.58 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3294.86 0.0291187 2392.9 0.05153 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3282.15 0.000256934 25.6086 0.3607 1 4255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3322.34 0.00146966 126.862 1 1 3387
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3133.65 0.126782 2616.97 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3198.04 0.00858865 133.039 1 1 5117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3258.65 0.00443125 189.225 1 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3282.32 0.0068652 478.062 1 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3282.23 0.000464523 25.8031 1 1 4368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3253.07 0.0022055 63.6491 1 1 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3316.22 0.00362839 235.534 0.907 0.907 1664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3924 3282.24 4.12856e-05 5.5326 1 1 4394
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 3322.47 0.000244114 15.5002 1 1 3497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3261.02 0.000106039 87.3574 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3198.25 0.000262597 50.5133 1 1 5225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3185.21 0.0429343 1812.36 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3298.33 0.0122265 302.558 1 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3322.6 3.66232e-05 41.0609 0.859 0.859 3611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3253.17 0.000162892 19.5183 1 1 3890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3317.92 0.00200798 272.738 1 1 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3198.31 0.000443732 40.8451 1 1 5341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3222.29 0.0623265 230.531 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3262.85 0.034222 497.216 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3253.27 0.000635017 51.1736 1 1 4009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3307 0.00260387 401.525 0.479 0.479 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3323.3 0.00073194 31.5141 0.1397 1 3724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3198.62 0.000198495 40.1557 0.6758 0.6758 5451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3319.3 0.00184649 106.962 1 1 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3295.78 0.0119897 222.65 0.344 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3300 3323.3 9.55767e-06 54.3777 3.033e-07 0.001 3764 LS failed, Hessian reset
1599 3265.07 0.000267262 84.8332 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3253.3 0.000205619 30.5763 1 1 4118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3336.84 0.0013144 676.571 0.3637 0.3637 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3331.29 0.00990006 629.595 0.4798 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3198.74 0.00296046 217.637 1 1 5559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3321.7 0.00344116 247.094 1 1 1993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3253.5 0.00461621 28.6616 0.7709 0.7709 4226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3323.65 0.00261475 55.7999 1 1 3878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3266.76 0.000874026 190.574 0.2597 1 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3344.06 0.000489672 313.911 0.5984 0.5984 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3198.81 0.000188367 6.86134 1 1 5681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3325.58 0.000177056 111.589 1 1 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3360.42 0.00275968 669.077 0.2142 0.2142 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3323.79 0.000276307 29.406 1 1 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3253.82 0.000381489 77.1161 1 1 4332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3268.14 0.00192075 281.484 1 1 2030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3198.83 0.00039069 18.1667 1 1 5790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3347.93 0.0149369 1187.6 1 1 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3326.99 0.000804755 121.656 0.6918 0.6918 2210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5222 3198.83 0.000441909 5.17394 0.4369 0.994 5818
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 3323.87 0.00131371 67.8594 0.7092 0.7092 4100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3379.15 0.000819361 394.738 0.3996 0.3996 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3254.51 0.000479177 88.3954 1 1 4444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3269.09 0.00136349 135.031 0.2071 0.2071 2136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3362.68 0.00196343 289.992 1 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3328.39 0.000989933 79.9655 1 1 2315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3324.26 0.00371678 78.6345 1 1 4209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3388.68 0.00103226 257.531 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3274.04 0.0545375 760.049 1 1 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3254.59 0.00271035 193.331 0.456 0.456 4557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3329.06 0.0186465 579.508 1 1 2429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3451.72 0.00243512 714.327 1 1 2147
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3324.5 0.000255461 47.1674 1 1 4315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3254.64 0.000339268 43.2422 1.199 0.1199 4669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3279.11 0.00157483 337.49 0.2882 1 2355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3401.43 0.000607765 194.74 0.3054 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3469.18 0.00947711 413.594 0.9429 0.9429 2259 2299 3333.56 0.00778947 224.748 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3324.74 0.000774267 59.1046 0.6139 0.6139 4425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3254.66 7.14137e-05 12.8718 1 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3279.9 0.000479645 83.583 0.3134 0.3134 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3404.58 0.00156926 341.153 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3344.01 0.0343892 1181.85 1 1 2645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3254.71 0.00010097 35.1898 0.09261 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3479.33 0.00819343 497.958 1 1 2374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3324.96 8.58697e-05 61.1889 1 1 4536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3411.46 0.00847758 195.361 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3280.92 0.00477175 272.754 0.4666 1 2575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3347.46 0.000190441 60.886 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3482.17 0.000308815 120.471 1 1 2485
4099 3325.52 0.000176463 46.0031 1 1 4650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3254.79 0.000338502 136.413 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3453.68 0.138112 471.568 1 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3284.58 0.0128945 301.24 1 1 2690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3350.59 0.000607609 54.0156 1 1 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3254.87 0.00156599 89.277 1 1 5117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3325.68 0.000809351 33.3438 1 1 4759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3484.14 0.00202455 158.655 0.9831 0.9831 2596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3481.65 0.000655981 212.251 0.499 0.499 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3285.34 0.00163909 238.696 0.3828 1 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3351.11 0.00198423 279.782 1 1 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3325.76 0.0020169 38.8428 1.484 0.1484 4872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3255.06 0.000203702 71.6017 4.32 0.432 5228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3488.62 0.000672779 67.1903 1 1 2707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3493.04 0.00253942 288.129 1 1 2014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3285.88 0.000480557 168.919 0.3223 1 2907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3325.94 0.00287571 153.092 8.692 0.8692 4983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3351.54 0.00111048 200.502 0.4542 1 3095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3255.18 0.0001268 38.2467 0.9837 0.9837 5344
2499 3493.23 0.000650563 219.76 1 1 2826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3499.76 0.00130688 111.393 1 1 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3286.99 0.000201759 81.4148 1 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3326.11 0.00169338 32.5137 1 1 5095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3353.56 0.00674925 272.254 0.4359 1 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3255.21 0.000191487 25.4613 1 1 5463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3494.91 0.00183178 250.958 1 1 2936
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3507.48 0.00103474 177.85 1 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3287.91 0.00128991 39.9567 1 1 3126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3353.8 0.00171811 190.923 1 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3327.48 0.00179638 20.75 1 1 5205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3500.28 0.00806031 247.165 1 1 3054
4999 3255.23 0.000410301 21.3926 1 1 5574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3513.49 0.0023473 124.984 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3288.21 0.000378935 40.0783 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3354.46 0.00175762 203.804 0.3401 0.3401 3431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3327.85 0.00776817 227.814 1 1 5315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3503.97 0.00973659 477.996 1 1 3163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3255.31 0.000973098 33.7818 1 1 5686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3517.46 0.000277449 125.171 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3288.48 0.0059606 129.88 1 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3354.96 0.00217477 130.89 1 1 3540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3255.41 0.000195406 46.1692 0.6733 0.6733 5794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3328.44 5.77364e-05 14.9518 1 1 5430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3510.79 0.0332777 273.629 1 1 3277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3288.62 3.9673e-05 20.9429 1 1 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3519.63 0.0163934 326.391 1 1 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3355.19 0.000151963 65.7964 1 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3255.44 0.000142324 27.9597 1 1 5901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3328.54 0.00127964 76.9599 1 1 5540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3522.47 0.00134041 850.094 1 1 3390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3520.7 0.00286398 416.317 1 1 2687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3355.55 0.00125634 163.053 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3289.06 0.0149949 181.119 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3255.52 0.0003848 122.369 0.6072 0.6072 6008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3328.6 0.0002351 31.9865 1 1 5645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3535.8 0.00313908 341.674 0.4546 1 3503
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5435 3255.53 2.47448e-05 4.72686 1 1 6046
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 3523 0.0133503 892.679 0.9423 0.9423 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3291.31 0.0179269 50.8667 1 1 3690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3355.92 0.00011733 54.8238 1 1 3874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3539.08 0.00399315 463.315 1 1 3618
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3328.63 0.000476874 39.606 1 1 5753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3542.53 0.000245272 48.5229 0.8679 0.8679 3733
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3526.45 0.00205995 310.778 0.2075 1 2905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3291.9 0.0142114 159.06 1 1 3804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3328.68 0.000144977 62.9852 1 1 5861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3356.48 0.00141133 25.7231 1 1 3988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3292.16 8.57094e-05 61.4118 0.5175 0.5175 3919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3328.77 0.000120991 21.4639 1 1 5971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3542.99 0.0131937 221.682 1 1 3852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3528.91 0.00111183 386.2 1 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3356.72 0.000151139 56.1754 1 1 4105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 99 2816.29 0.00568163 459.969 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5354 3328.78 1.63586e-05 4.90847 0.9679 0.9679 6031
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 3531.84 0.000487984 114.804 1 1 3125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3292.31 0.000555371 136.044 1 1 4032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3543.85 0.00863181 98.4227 1 1 3965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3357.3 0.00016022 66.4541 0.739 0.739 4219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2892.36 0.00921514 980.974 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3532.69 5.50362e-05 46.1408 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3545.49 0.00210549 178.342 1 1 4069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3292.5 7.47613e-05 24.1444 1 1 4143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3357.51 0.00033247 26.1279 1 1 4327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3033.19 0.129362 897.077 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3548.84 0.00378131 351.927 0.7989 0.7989 4179
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3357.66 0.000377345 70.7671 1 1 4434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3534.12 0.00813965 212.871 1 1 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3292.63 0.00336404 25.1046 1.191 0.1191 4257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3118.43 0.0363323 313.002 1.539 0.1539 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3549.71 0.000696363 245.68 1 1 4291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3534.5 0.0023241 40.5829 1 1 3450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3292.7 0.000592367 14.3537 1 1 4369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3357.83 0.000875321 27.227 1 1 4541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3550.39 0.000632554 110.708 0.2799 1 4403
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3186.43 0.0511617 1080.64 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3292.75 0.000500503 17.7283 1 1 4477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3535.29 0.0019041 262.916 1 1 3562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3357.95 0.00162283 42.9094 1 1 4649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2875.5 0.0023165 200.224 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3224.85 0.00235131 221.76 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3550.89 0.00432316 172.171 0.9126 0.9126 4509
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3358.15 0.000339497 23.7866 1 1 4760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3292.8 0.000519111 19.6387 1 1 4587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3536.63 0.00101883 104.404 1 1 3669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2936.98 0.0143933 252.952 1 1 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3258.12 0.0031521 173.314 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3552.06 0.0414253 405.742 1 1 4617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3292.85 1.60797e-05 16.4136 0.2006 0.2006 4693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3358.28 0.00137061 46.3371 1 1 4867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3536.89 0.000486314 88.2573 1 1 3780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3038.49 0.00556845 362.532 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3273.25 0.0525612 861.747 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3552.93 0.00140779 82.3286 1 1 4721
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3292.9 0.0038352 69.5637 1 1 4810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3359.09 0.170195 474.131 1 1 4981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3068.46 0.0236259 393.384 0.443 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3537.43 7.76798e-05 112.958 0.395 0.395 3890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3295.18 0.0397101 802.064 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3553.36 0.0161131 539.034 1 1 4835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3360.59 0.0149543 140.777 1.208 0.1208 5090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3293.03 0.00100278 28.8961 1.205 0.1205 4932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3145.89 0.00354867 490.822 0.2027 1 577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3537.72 0.00605562 185.826 0.3508 1 4003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3326.08 0.0108361 514.232 0.3241 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3360.82 9.72025e-05 68.3267 0.6676 0.6676 5201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3553.63 3.33456e-05 18.8918 1 1 4946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3293.13 0.0023524 33.9367 1 1 5045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3185.97 0.0291629 1314.61 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3538.17 6.27364e-06 37.716 0.5766 0.5766 4113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3361 0.000459886 21.8799 1 1 5310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3340.85 0.000698176 108.021 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3553.78 0.000186807 57.5118 1 1 5053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4532 3293.22 1.03956e-05 44.9972 2.271e-07 0.001 5122 LS failed, Hessian reset
699 3262.74 0.00197375 150.364 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3293.33 0.00061085 20.3937 1 1 5190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3538.32 8.80995e-05 44.2432 0.5397 0.5397 4226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3361.07 0.000109306 21.5359 1 1 5415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3345.76 0.00679425 480.163 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3553.93 0.0007388 26.5806 1 1 5162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3293.36 9.27774e-05 5.87454 1 1 5304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3276.27 0.0627357 779.118 1 1 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3538.68 0.00671265 97.2036 0.7918 0.07918 4337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3361.12 0.000104395 10.0275 0.8749 0.8749 5527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3554.06 0.000113835 51.9128 1 1 5276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3380.18 0.00930748 1036.68 0.1585 0.1585 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3293.39 0.00145362 22.6736 1 1 5414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3296.16 0.00173663 179.265 1 1 1026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3538.79 6.5899e-05 29.9144 0.2555 0.2555 4453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3361.16 0.00270177 21.4705 1.055 0.1055 5641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3554.25 0.000759914 251.796 1 1 5381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3443.83 0.0365235 1258.9 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3293.42 0.000797943 19.6338 1 1 5530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3328.75 0.0262741 1066.12 1 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3539.03 0.000234646 25.5001 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4922 3293.42 1.0347e-05 3.45132 0.8304 0.8304 5555
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5199 3361.23 0.00030519 38.8341 1 1 5755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3554.49 0.000178117 22.4344 1 1 5489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3483.83 0.0239097 478.144 0.1795 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3381.83 0.0165925 435.628 1 1 1246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3539.08 0.000114889 34.739 0.9836 0.9836 4676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3361.28 3.22991e-05 9.15023 0.3865 1 5873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3554.72 0.00176083 37.7815 1 1 5604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3492.95 0.00720888 738.791 1 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3361.32 0.000292567 17.0605 1 1 5986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3402.4 0.0220905 605.375 0.8185 0.8185 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3539.43 0.000344111 112.959 1 1 4786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3554.97 0.00184144 86.8706 1 1 5713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3499.38 0.000484909 169.095 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3539.53 0.00486585 512.585 0.3423 1 4889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3361.35 0.00196064 103.491 1 1 6097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3425.14 0.00259884 153.364 1 1 1476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5528 3361.36 0.00041792 6.58014 1 1 6127
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5199 3555.27 0.000433318 48.7486 0.1795 1 5830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3540.39 0.000307308 39.7485 1 1 4995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3502.9 0.0036072 217.416 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3434.9 0.0128837 798.125 0.4456 0.4456 1591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3555.41 0.000258093 39.9082 0.5916 0.5916 5940
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3541.48 0.00427048 138.091 1 1 5112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3506.82 0.00195549 152.615 1 1 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2924.25 0.0233367 400.78 0.267 1 109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3444.48 0.00104359 609.991 0.9725 0.9725 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3555.63 0.00254337 337.268 1 1 6047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3543.55 0.0264761 505.794 1 1 5230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3508.39 0.00303752 503.867 0.3827 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2995.92 0.0524114 713.522 0.8541 0.8541 217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3555.67 0.000145132 27.8179 1 1 6159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3447.43 0.000657381 156.074 1 1 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3544.14 0.00231791 50.7942 1 1 5342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3211.9 0.458775 3060.71 1 1 323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5581 3555.7 3.46051e-05 5.0734 1 1 6253
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 3511.13 0.0111071 197.782 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3451.16 0.00254743 143.515 0.3765 0.3765 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3544.2 0.000519395 50.9014 1 1 5454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3258.6 0.00236989 178.708 0.4025 0.4025 439
99 2968.92 0.0304961 298.566 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3512.74 0.000137847 51.0062 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3452.57 0.00236903 119.513 1 1 2023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3544.27 0.000239532 28.02 0.7562 0.7562 5566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3515.49 0.0140372 567.273 1 1 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3094.14 0.0579583 1265 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3280.9 0.00263655 718.33 0.4828 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3459.57 0.000670229 133.958 0.07829 0.8047 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3544.3 0.000269672 18.8236 1.48 0.148 5674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3516.12 0.00377182 303.732 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3465.55 0.010587 727.66 0.4303 1 2240
299 3260.33 0.00423418 257.684 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3326.82 0.00247969 595.899 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3544.34 0.00214137 30.0645 0.4177 0.4177 5786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3516.58 0.00239938 46.647 1 1 2798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3466.54 0.000248161 111.484 0.1693 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3294.3 0.00373077 208.774 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3351.7 0.00379932 191.337 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3544.39 9.06748e-06 36.2171 0.2076 0.2076 5895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3518.15 0.00211586 104.793 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3467.54 0.00307789 116.547 1 1 2457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3316.18 0.0157721 734.718 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3360.32 0.00564316 464.688 0.3633 0.3633 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3544.42 0.00190587 22.6046 1 1 6006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3519.17 0.000495096 163.954 0.2028 0.2028 3024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5437 3544.43 3.57105e-05 4.40584 1 1 6048
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 3469.37 0.00413135 326.484 1 1 2568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3400.82 0.00169147 168.492 0.8647 0.8647 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3364.53 0.059515 1250.32 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3521.36 0.00102585 384.944 0.6579 0.6579 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3470.49 0.00106948 48.2963 1 1 2679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3406.81 0.00224335 377.212 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3450.46 0.00710485 480.488 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3524.75 0.00221418 650.952 0.3018 0.3018 3246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3471.02 0.000861842 40.2174 1 1 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3416.2 0.00803427 211.784 1 1 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3462.5 0.020162 723.129 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3530.77 0.00141774 116.732 1 1 3357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3426.88 0.0133357 641.188 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3471.46 0.000975865 134.817 0.4285 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3471.79 0.000958079 100.23 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3531.89 0.00151801 80.9472 1 1 3469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3442.69 0.02789 450.855 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3472.68 0.000996277 262.202 1 1 3010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3487.23 0.0903728 2166.83 0.2128 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3532.46 0.000784783 87.6606 0.3759 1 3578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3458.45 0.00362242 113.823 1 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3504.49 0.00352717 203.11 0.702 0.702 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3474.83 0.0012354 344.179 0.3298 0.3298 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3532.86 0.000259717 26.7279 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3513.36 0.0925806 996.775 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3475.22 0.000613923 81.6889 1 1 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3508.91 0.00118436 537.896 0.04254 1 1327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3533.18 0.000455347 53.6814 1 1 3801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3475.75 0.000899924 41.5438 1 1 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3520.45 0.000997425 340.404 0.3738 0.3738 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3510.82 0.000964504 242.464 0.1927 0.1927 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3533.34 0.000525159 62.9121 1 1 3910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3523.81 0.0200819 369.281 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3032.17 0.0141331 189.193 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3476.26 0.000271521 71.5095 1 1 3461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3534.49 0.0307238 1919.38 0.4958 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3533.61 0.00415519 195.847 1 1 4024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3525.79 0.000358558 65.3505 0.7882 0.7882 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3189.35 0.0299686 889.571 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3476.86 0.000298751 28.9261 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3548.98 0.0122657 248.415 1.204 0.1204 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3534.84 0.00128018 341.779 1 1 4134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3526.81 0.000832562 48.2688 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3477.42 0.00120679 91.9744 1 1 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3263.73 0.00765468 264.865 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3557.14 0.00328215 254.194 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3088.73 0.0408411 654.385 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3528.92 0.00204349 90.3411 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3536.07 0.000716698 47.2305 0.8259 0.8259 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3345.73 0.00521325 279.335 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3477.89 0.00047568 17.1411 1 1 3793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3571.91 0.00265106 279.518 0.9307 0.9307 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3218.82 0.160504 3034.74 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3536.94 0.00196788 155.656 1 1 4351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3478.29 0.00445495 93.7116 1 1 3903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3529.68 0.000248727 67.1196 0.574 0.574 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3379.24 0.0487318 1388.77 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3376.48 0.0705739 1224.11 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3575.28 0.000302994 100.171 0.4129 0.4129 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3537.56 0.00046074 28.8842 1 1 4463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3479.18 0.00673807 98.9719 1 1 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3530.8 0.00109512 134.441 0.4265 1 2448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3412.76 0.0128481 408.169 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3579.48 0.00243861 397.602 0.1472 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3537.65 0.00106184 53.7229 1 1 4578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3474.57 0.0208453 778.187 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3532.29 0.00719166 195.789 1 1 2557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3192.61 0.0592838 900.098 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3449.34 0.181071 2119.63 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3479.47 0.000326894 255.36 0.125 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3581.72 0.012238 339.147 1 1 2215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3537.77 0.00109737 84.1375 1 1 4686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3499.82 0.00490307 335.171 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3533.18 0.000301379 40.1461 1 1 2669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3537.89 0.00204557 63.576 1 1 4800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3480.31 0.0129418 138.081 1 1 4257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3426.06 0.0504581 1981.13 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3583.55 0.000900105 106.103 0.8445 0.8445 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3476.74 0.0311944 384.823 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3521.55 0.0109677 702.719 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3533.57 0.0027175 184.069 0.1079 1 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3537.94 0.000627064 46.3986 1 1 4910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3572.9 0.0140788 777.132 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3584.69 0.00986772 214.827 1 1 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3495.25 0.00598409 385.38 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3481.98 0.0334435 604.639 0.415 1 4366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3557.01 0.00183304 280.638 0.8996 0.8996 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3538.19 0.00370823 95.9642 1 1 5018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3537.92 0.0187256 182.071 1 1 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3686.14 0.00998428 340.795 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3483.05 0.0150592 240.377 0.2517 1 4479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3589.21 0.01031 343.955 1 1 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3508.25 0.00222546 120.519 0.9036 0.9036 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3565.37 0.0293751 282.93 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3547.41 0.000167454 167.168 0.5436 0.5436 3015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3538.4 0.00135474 69.1901 1 1 5133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3483.67 0.00341747 100.162 1 1 4590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3751.38 0.0282932 1243.17 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3594.39 0.000923546 66.3556 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3521.21 0.00104135 401.913 0.3887 0.3887 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3596.88 0.00177018 70.5675 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3538.51 0.00034836 58.0429 1 1 5251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3548.35 0.00272738 134.168 1 1 3128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3483.86 0.000620036 58.775 0.8677 0.8677 4699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3331.2 0.0089467 709.129 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3800.35 0.0415125 1179.02 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3595.03 0.00160269 189.586 1 1 2774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4763 3538.53 2.64081e-05 4.92554 1 1 5320
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3602.25 0.0168637 1710.26 0.2534 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3531.45 0.00128556 131.326 1 1 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3548.71 0.00445943 148.17 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3557.67 0.0794175 1700.11 0.6426 0.6426 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3483.93 0.00023794 26.0654 1 1 4819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3836.2 0.0131241 715.184 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3536.72 0.00136881 270.822 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3598.55 0.0636907 791.802 1.755 0.1755 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3661.12 0.00143091 537.604 1 1 1216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3549.58 0.0195488 242.506 1 1 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3689.63 0.0449075 899.938 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3484.02 0.000996531 26.1356 0.2924 1 4926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3857.19 0.000175087 59.6639 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3605.96 0.0192827 286.356 1 1 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3550.29 0.00166621 33.8956 1 1 3459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3540.44 0.0013319 165.279 0.5257 0.5257 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3701.11 0.010352 749.34 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3484.09 0.000110591 4.86783 1 1 5039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3817.04 0.00191906 867.224 0.3987 0.3987 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3607.71 0.000312779 147.399 0.3318 0.3318 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3543.79 0.00945087 323.353 1 1 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3876.14 0.00228499 553.547 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3550.71 0.0012006 88.782 1 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3706.78 0.00430632 208.128 1 1 1440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3484.1 3.5532e-06 7.99456 1 1 5145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4607 3484.1 0.000308528 4.92367 1 1 5154
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 3901.4 0.0174517 1393.14 0.9675 0.9675 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3898.38 0.0421871 659.78 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3708.97 0.00766638 370.966 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3609.73 0.00150262 295.448 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3552.18 0.0222373 211.809 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3550.88 0.000105424 17.0835 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3954.64 0.00491541 375.193 0.9845 0.9845 659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3922.96 0.00359627 316.38 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3715.63 0.00194889 179.192 1 1 1657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3574.77 0.0219858 1344.69 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3610.46 0.000272776 150.751 0.11 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3551.19 0.000666412 85.6413 1 1 3791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3978.59 0.00538263 593.979 1 1 769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3958.86 0.00144951 523.273 0.7369 0.7369 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3718.28 0.000157001 98.9578 0.7932 0.7932 1764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3610.71 0.000131138 18.0417 1 1 3461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3551.52 0.000334666 44.3169 1 1 3902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3585.03 0.00151553 88.0583 0.4869 0.4869 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4028.53 0.00158051 332.43 0.416 0.416 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3965.03 0.0153514 1097.46 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3720.09 0.0325172 223.181 1 1 1869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3610.81 0.000411972 107.88 0.4934 1 3570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3551.64 0.00117031 127.352 0.8742 0.8742 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3586.7 0.000916925 180.374 1 1 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4061.4 0.000194717 529.868 0.2269 0.2269 992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3970.78 0.000215473 89.9978 0.9426 0.9426 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3726.63 0.0713512 257.508 1 1 1981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3611.07 0.015408 305.981 0.8566 0.8566 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3589.26 0.000953377 189.369 1 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3551.72 7.30585e-05 38.9597 0.3899 0.3899 4128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4084.28 0.0132245 498.411 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3978 0.00247236 108.301 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3732.44 0.0151412 254.031 1 1 2089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3611.22 0.000583148 101.665 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3594.04 0.000150455 59.2904 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3551.81 0.000132329 19.0654 0.6714 0.6714 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4117.11 0.00247744 529.575 1 1 1212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3982.73 0.00323352 202.983 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3754.58 0.161981 663.423 1 1 2202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3611.29 0.00110839 16.6638 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3552.81 0.000421981 47.8944 1 1 4350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3595.16 0.000636087 75.3162 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4145.13 0.149483 1297.92 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3761 0.00799089 127.892 1 1 2314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3596.82 0.00216282 111.798 0.8092 0.8092 2579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3553.59 0.00322067 99.1002 1 1 4466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3611.62 0.000245889 61.0117 1 1 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3990.58 0.00715479 219.578 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4172.72 0.0344459 1574.52 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3611.98 0.00105356 121.018 1 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3995.93 0.00126301 252.796 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3598.58 0.00516728 153.652 1 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3554 0.00115253 43.8956 1 1 4579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3762.11 0.000383835 97.4939 0.5708 0.5708 2421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4190.06 0.00564482 196.189 1 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3602.53 0.0426096 392.735 1 1 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3612.81 0.00737373 240.488 1 1 4245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3998.05 0.000746794 151.708 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3554.22 5.58105e-05 17.0976 0.4157 1 4692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3762.86 0.000543809 76.1006 0.719 0.719 2533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4203.39 0.0189593 286.576 1 1 1664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3610.78 0.000352212 73.328 1 1 2903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3613.59 0.000746476 103.246 0.08176 1 4352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3554.33 0.000567409 28.553 1 1 4803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4002.14 0.00329186 131.638 0.8895 0.8895 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3764.16 0.0204738 264.264 1 1 2646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4213.69 0.00238698 141.177 1 1 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3613.7 0.000337981 29.8045 1.145 0.1145 4462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3612.89 0.00129373 247.781 0.7767 0.7767 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4007 3613.71 3.69595e-05 4.14673 1 1 4470
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 4010.82 0.0438823 954.447 1 1 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3554.41 0.0023983 72.4704 1 1 4911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3765.32 0.00248557 85.6799 1 1 2753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4216.44 0.016418 383.544 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3614.21 0.00215559 19.4631 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3554.53 0.00114954 27.6991 0.6741 0.6741 5024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4018.77 0.00403102 328.682 0.1952 1 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3765.99 0.00140467 158.463 1 1 2867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4219.44 0.00349358 396.407 0.2588 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3614.76 5.51233e-05 10.2956 0.8154 0.8154 3244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4021.49 0.00709014 220.158 1 1 2567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3554.59 0.000308017 7.3567 1 1 5131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3766.19 0.00134788 83.3043 1 1 2972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4223.73 0.0313777 731.72 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3614.96 0.000889347 84.9045 1 1 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3554.76 0.00176245 46.0084 5.013 0.5013 5239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4026.12 0.00103794 181.434 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3766.31 0.000555024 33.3987 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3615.31 0.00204605 79.732 1 1 3459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4224.92 0.000232028 116.015 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3554.83 0.000536529 15.6348 1 1 5355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4028.52 0.00464672 269.11 1 1 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3767.88 0.0020937 62.3167 1 1 3198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3370.5 0.0151841 3137 0.2855 0.2855 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3615.49 0.00634926 150.792 1 1 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4230.69 0.0168524 249.695 1 1 2345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3554.85 8.94249e-05 53.2286 0.07412 1 5469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4029.02 0.000799465 66.9094 1 1 2896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3615.68 0.00181918 69.6118 1 1 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3770.13 0.000206572 159.512 0.3184 1 3311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3545.09 0.0323348 1549.03 0.5827 0.5827 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3554.87 0.000485183 14.6754 1 1 5579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4236.17 0.0301321 1194.4 0.4062 1 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3615.96 0.000881816 91.6314 0.926 0.926 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3770.84 0.000716522 51.2033 1 1 3417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4029.94 0.000560865 57.2343 0.2493 0.2493 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3655.83 0.00191466 323.436 0.3046 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4245.25 0.00617284 870.004 0.1009 1 2563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3554.9 0.00787301 74.9072 1 1 5691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3772.58 0.0296731 564.466 0.1958 1 3524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3616.44 0.00269212 94.9557 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4030.41 0.000446042 49.8118 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3554.97 0.00788792 86.9142 1 1 5800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3905.83 0.0214987 498.399 1.372 0.1372 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4248.16 0.000626346 91.9091 1 1 2672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4033.16 0.00508492 355.608 1 1 3230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3618.44 0.0435135 755.771 0.3049 0.3049 4022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3407.23 0.128322 2824.96 1 1 130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3774.26 0.0219904 151.019 1 1 3643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4248.86 0.00108825 123.672 1 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3555.11 0.000982158 58.2465 0.2146 0.2146 5918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3963.37 0.0369194 855.206 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4035.38 0.00249377 101.459 1 1 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3619.07 0.000635367 13.9141 1 1 4134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3610.05 0.0174416 1089.2 1 1 241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3555.19 0.0238176 60.7384 1 1 6025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4046.66 0.0077071 356.377 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4249.11 0.000437807 175.792 0.6335 0.6335 2894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3775.33 0.026197 391.084 1 1 3755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4035.93 0.000124105 28.3476 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3619.13 8.37978e-05 17.3261 1 1 4245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3841.52 0.0613428 795.349 1 1 356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3555.23 0.00123639 21.2648 1 1 6137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4249.53 0.000243065 65.6155 0.4181 0.4181 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4209.59 0.13985 5923.36 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4036.29 0.000570777 23.2252 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3776.45 0.000482184 101.924 0.06659 1 3864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3619.19 0.0002849 51.4691 1 1 4360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3555.29 0.000143598 9.88221 1 1 6249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3928.93 0.00476471 512.248 1 1 466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4249.73 0.00022459 95.3185 0.436 1 3120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4237.04 0.000189642 154.834 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3619.25 0.000211898 62.3602 0.1839 0.1839 4469
3299 4036.61 0.0101419 225.789 1 1 3670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3777 6.7475e-05 11.465 0.9411 0.9411 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3555.33 0.000570855 14.4414 0.2816 1 6361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4249.95 0.00024637 70.2223 2.538 0.2538 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 4002.57 0.00307966 590.457 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3619.3 0.00644384 37.7133 1 1 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4036.82 0.000245589 53.1439 1 1 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3777.27 0.00434629 93.6899 1 1 4089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4253.29 0.0215974 529.657 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3555.37 9.66582e-05 4.97455 1 1 6474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5802 3555.37 3.76039e-05 2.23088 1 1 6477
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 4068.37 0.00232919 703.18 0.3635 0.3635 687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4250.33 7.29695e-05 38.8214 1 1 3339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3619.35 0.000426517 30.2623 0.2225 1 4687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3778.19 0.00321827 60.1222 1 1 4198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4036.94 0.00114628 74.0285 1.217 0.1217 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4278.88 0.00906074 1767.42 0.2765 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4121.3 0.0432071 929.028 0.7906 0.7906 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3619.42 0.00018946 120.127 0.6508 0.6508 4798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4250.56 0.00594728 256.96 1 1 3453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3778.54 2.06641e-05 16.6973 1 1 4312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4037.35 0.00148458 71.5528 0.4597 1 4001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4293.5 0.00178343 336.633 1 1 1247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4150.6 0.00715811 711.642 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3619.53 0.000629635 80.6744 1 1 4910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4250.73 0.00076167 39.7854 0.9245 0.9245 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3778.73 0.000310302 37.5733 0.867 0.867 4421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4037.5 0.000801609 99.0204 0.9844 0.9844 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4307.16 0.00349549 712.388 1 1 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4227.88 0.0364496 1924.84 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3619.57 0.000660308 22.0269 1 1 5021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3778.84 0.000220998 31.6309 0.358 0.358 4530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4250.8 0.000331825 38.1239 0.7822 0.7822 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4037.62 9.79298e-05 41.1984 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4310.82 0.00119064 863.625 0.2197 0.2197 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3619.59 0.000220355 10.6972 0.7268 0.7268 5133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4354.13 0.0487407 473.605 1 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4037.85 0.00118829 143.359 0.3667 1 4332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3779.11 2.13101e-05 16.1229 0.3262 0.3262 4643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4250.95 1.43171e-05 13.588 1 1 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3619.63 5.05466e-05 3.44673 1 1 5242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4316.19 0.000672122 810.928 0.7081 0.7081 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4375.97 0.000315969 111.215 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4037.98 0.000428786 109.214 0.956 0.956 4449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4725 3619.63 4.26744e-05 6.33158 0.8377 0.8377 5273
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 4251.01 4.87155e-05 15.1708 0.08508 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3779.16 4.86688e-05 19.7463 1 1 4757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4331.61 0.00701163 518.911 1 1 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4384.82 0.00126783 677.931 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4038.15 0.00102418 49.9675 1 1 4553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3779.28 3.81548e-05 21.0218 0.7302 0.7302 4867
3599 4251.06 0.000145537 51.0742 1 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4351.62 0.01994 357.236 1 1 1798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4251.12 0.000899229 60.121 0.4701 1 4124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4389.24 0.000337682 180.855 0.1508 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4038.33 0.00139591 46.8948 1 1 4668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3779.32 0.000299836 33.2628 1 1 4979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4360.25 0.00938259 202.365 0.8109 0.8109 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4415.1 0.01355 1783.44 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4039.1 0.00456197 158.848 1 1 4782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3779.67 0.00125871 61.2746 1 1 5095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4251.95 0.00387773 52.6089 1 1 4236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4370.66 0.0107103 785.935 1 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4423.5 0.00189215 320.304 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4041.09 0.00094634 60.9614 0.6364 0.6364 4893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3780.64 0.00158766 19.8437 0.7002 0.7002 5204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4252.18 0.00051401 102.33 1 1 4348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4382.48 0.00447118 1289.84 0.5543 0.5543 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4426.34 0.00309411 1259.87 0.2187 0.2187 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3780.97 0.00725777 35.311 1 1 5311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4041.52 0.00217671 196.727 0.4985 1 5011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4252.32 0.000757624 144.727 0.2767 0.2767 4456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4390.18 0.00611304 962.285 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3781.17 0.000112225 138.264 0.3515 0.3515 5425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4437.31 0.000838934 803.033 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4041.75 0.000100812 19.8171 1 1 5124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4252.36 0.00061255 55.3835 1 1 4572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4393.67 0.0241931 600.9 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3781.55 0.0142836 210.107 0.884 0.884 5531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4041.86 0.000249324 28.7877 1 1 5236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4444.23 0.00131163 116.863 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4252.38 0.000127497 65.5995 0.4288 0.4288 4678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4399.16 0.000711652 147.919 1 1 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3781.75 0.000362748 45.9204 0.7388 0.7388 5650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4041.88 0.000238271 24.5821 1 1 5344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4450.19 0.00388666 484.509 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4252.43 2.93036e-05 27.0066 1 1 4790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4400.75 0.00329208 389 1 1 2569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3781.81 0.00107222 101.977 0.1863 1 5761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 4041.95 0.000501724 115.482 0.6673 0.6673 5457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4451.89 0.000142378 51.2913 1 1 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4252.47 0.000118787 56.1777 1 1 4902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4403.95 0.0039765 565.101 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3781.93 0.000309807 29.3985 0.5466 0.5466 5876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 4042 0.00162358 30.2833 1 1 5578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4453.24 0.00228756 557.816 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4488 4252.48 2.38328e-05 2.95575 1 1 5005
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 4406.8 0.00326222 306.783 1 1 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5086 4042.02 9.16772e-06 5.91976 0.346 1 5678
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5399 3782.01 0.000350788 21.3045 1 1 5986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5438 3782.02 1.828e-05 3.41088 0.4889 1 6031
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 4408.35 0.0147226 1149.98 1 1 2899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4453.85 0.000162971 204.448 0.3022 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4455.81 0.000696186 178.982 1 1 2567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4412.66 0.00902049 799.631 0.2189 0.2189 3011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4457.04 0.00223097 151.158 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4414.01 8.62759e-05 43.8755 1 1 3128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4457.34 1.57468e-05 40.209 1 1 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4414.68 0.00220003 102.291 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4458.61 0.000555753 91.457 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4414.9 0.0002003 13.2786 1 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4459.08 7.25231e-05 35.4516 1 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4415.31 0.00234138 204.5 1 1 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4459.32 0.000348232 34.9491 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4416.5 0.00243986 527.309 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4459.5 0.00123382 67.0307 1 1 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4417.53 0.000311993 62.7706 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4459.61 0.00063184 238.648 1 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4417.67 0.000666682 138.56 1 1 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4418.17 0.0031722 76.4379 1 1 3909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4460.02 0.000696653 180.438 0.6032 0.6032 3456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4418.41 0.000358432 22.521 0.8999 0.8999 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4460.81 0.0146284 833.587 1 1 3567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4418.57 0.00186972 172.675 1 1 4129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4461.16 0.000800321 229.728 0.3006 1 3675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4418.69 0.000585337 52.8716 0.3271 1 4242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4461.97 0.00500697 115.099 0.4739 1 3787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4418.75 0.000108778 106.128 0.1821 0.1821 4356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4462.21 0.000939819 171.826 0.2536 0.2536 3904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4418.99 0.00286324 99.1315 1 1 4468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4462.31 0.000521765 24.1955 0.4083 0.4083 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4419.25 0.000718165 42.329 1 1 4578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4462.4 0.000357355 33.1961 0.3633 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4419.29 0.000434773 46.2617 1.444 0.1444 4686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4462.53 6.90274e-05 37.714 1 1 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3854 4462.54 0.000149152 6.78022 1 1 4299
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4299 4419.58 0.000357804 80.7664 1 1 4792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4419.65 3.25685e-05 16.3332 0.7509 0.7509 4902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4419.74 0.000558325 55.9489 1 1 5016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4419.92 0.000130353 97.1342 1 1 5129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4419.97 0.000211009 116.612 1 1 5235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4420.08 2.87517e-05 13.8243 1 1 5347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 4420.13 3.5274e-05 60.9785 0.1968 0.1968 5457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 4420.52 0.00115073 35.4051 1 1 5575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 4420.82 0.000271987 132.544 0.4026 1 5686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 4421.08 0.00139288 176.228 0.6517 0.6517 5792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 4421.33 2.75357e-05 23.5038 1 1 5897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 4421.36 0.000550874 40.9169 1 1 6010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 4421.46 0.000273542 15.3528 1 1 6123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 4421.49 0.000196285 16.6451 1 1 6237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5621 4421.49 7.15528e-05 6.34037 1 1 6260
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fb94cba5700>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3430.75 0.00200723 430.98 1 1 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3520.97 0.0146717 1316.84 0.2455 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3542.19 0.00277462 356.926 0.4272 0.4272 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3592.71 0.0282096 1314.6 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3646.38 0.0221071 362.382 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3682.68 0.102205 769.299 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3887.47 0.152971 439.061 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3915.31 0.0110458 488.183 1 1 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3932.75 0.0365276 1330.33 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3975.3 0.0311404 552.51 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3983.12 0.0159907 487.68 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3997.35 0.0431249 688.433 1 1 1346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4006.16 0.00729985 1635.59 0.07831 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4025.06 0.0292288 1108.37 1 1 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4033.07 0.0204341 115.18 2.154 0.2154 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4042.17 0.00691198 203.821 0.9454 0.9454 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4054.44 0.00159114 65.1223 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4055.76 0.00155961 129.045 0.1617 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4057.65 0.0123162 128.615 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4063.62 0.029212 497.436 1 1 2225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4068.22 0.00579475 358.586 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4071.03 0.000692775 121.331 1 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4072.5 0.00950392 319.647 1 1 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4074.98 0.0245643 291.547 1 1 2677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4076.93 0.0151159 197.548 1 1 2784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4078.05 0.0122356 161.39 1 1 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4078.71 0.00531409 154.561 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4079.11 0.00326407 295.543 0.9437 0.9437 3122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4080.89 0.0506379 461.397 1 1 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4081.7 0.00444944 178.73 0.7831 0.7831 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4081.96 0.00453736 242.968 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4083.33 0.000269909 46.7524 1 1 3562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4084.13 0.00300705 24.5812 0.9986 0.9986 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4084.29 0.00125549 156.949 1 1 3780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4085.18 0.0180058 147.601 0.1694 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4088.5 0.00149464 106.584 1 1 4009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4090.44 0.0119705 120.416 0.8035 0.8035 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4091.37 0.000678209 38.066 1 1 4228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4091.5 0.00112193 284.733 0.2832 1 4344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4091.67 6.41927e-05 7.72434 1 1 4454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4091.81 0.000491083 26.325 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4091.99 0.00443007 72.0312 1 1 4676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4092.12 0.000651099 11.8556 1 1 4789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4092.25 0.000525022 16.6871 0.9015 0.9015 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4092.4 0.00238808 81.6474 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4092.66 0.000737213 24.7171 0.4173 1 5125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4092.73 0.000257241 9.92051 1 1 5238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4092.83 0.00148893 70.3337 1 1 5348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 4092.89 0.000845485 19.3552 1 1 5459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 4092.92 0.000103404 25.8771 0.8348 0.8348 5568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5077 4092.96 4.29366e-05 5.05813 0.213 1 5652
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 617.346 0.000960397 24.0341 1 1 133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 618.482 0.0142979 167.654 1 1 242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 620.109 0.00221247 48.0557 1 1 357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 621.667 0.00394925 179.85 0.4753 1 470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 622.18 0.000132353 15.473 0.5663 0.5663 577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 622.469 0.000219976 21.2265 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
683 622.731 1.10939e-05 10.5175 1.716e-06 0.001 828 LS failed, Hessian reset
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 622.762 0.000282534 14.5293 1 1 845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 434.417 0.00146883 62.8906 0.948 0.948 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 435.561 0.000190713 33.8226 0.9724 0.9724 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 440.724 0.00460965 115.545 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 442.709 0.00167172 46.4107 0.4508 0.4508 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 781.957 0.0203869 229.83 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 622.879 0.0126641 59.6583 0.9171 0.9171 957
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 499 443.094 0.00059172 34.9709 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 443.87 0.00121384 17.7438 0.9905 0.9905 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 697.248 0.000804508 38.0952 1 1 116
899 622.972 0.00210372 19.4914 1 1 1074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 579.942 0.00295919 209.498 0.3389 1 122
199 783.647 0.0114637 101.745 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 703.907 0.0404905 161.017 0.4138 0.4138 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
214 783.943 1.52547e-05 22.672 4.906e-07 0.001 285 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 99 921.067 0.00637285 63.8494 0.3411 1 140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 623.093 8.96808e-05 9.69618 1 1 1206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 582.1 0.00532847 148.259 0.3433 0.3433 232
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 509.904 0.000886856 246.9 0.6011 0.6011 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 706.243 0.00245566 22.3615 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 445.283 0.0127333 158.574 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 623.177 0.000186594 12.6793 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 512.181 0.000383031 39.6604 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 445.824 0.00210495 85.4072 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 853.198 0.00128873 83.9882 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 516.716 0.00280847 147.166 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1137 623.205 1.04508e-05 7.23214 4.025e-07 0.001 1422 LS failed, Hessian reset
899 445.975 0.00194588 144.981 1 1 987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
162 924.375 2.87737e-05 36.996 1.015e-06 0.001 256 LS failed, Hessian reset
299 784.339 0.000493084 15.4749 1 1 377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 707.915 0.0248932 95.7614 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 855.208 0.00363769 274.424 0.6959 0.6959 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 623.229 0.00161382 28.0246 0.07659 1 1494
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 924.524 0.00235105 71.2992 1 1 297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 446.311 0.00237738 80.4706 1 1 1091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 582.943 9.65719e-05 26.4795 0.8127 0.8127 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 785.156 0.00127105 133.068 0.9969 0.9969 495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 623.261 0.000125749 5.69041 0.6111 0.6111 1619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 583.747 0.000326935 81.0466 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 858.14 0.000103103 10.5972 0.8665 0.8665 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 521.761 0.000192071 10.3568 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 708.702 0.00394941 83.2006 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 522.281 0.000468832 39.0861 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 926.035 0.0125069 32.45 2.206 0.2206 408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 447.692 0.00220086 127.633 1 1 1201
499 587.442 0.0145352 170.053 0.5563 0.5563 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 785.742 0.000240182 24.5865 1.253 0.1253 615
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 623.277 0.00474767 25.6593 1 1 1734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 709.112 0.00911681 66.8346 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 523.159 0.00348989 39.9452 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 527.287 0.0109781 87.6422 1 1 768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 449.266 0.0038397 39.8066 0.2663 0.2663 1310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 709.621 0.00259896 67.1719 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
323 926.06 1.93984e-05 21.4399 1.254e-06 0.001 481 LS failed, Hessian reset
1499 623.334 0.000799574 8.78693 1 1 1851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1505 623.342 4.96425e-05 44.4027 1.734e-06 0.001 1901 LS failed, Hessian reset
599 589.066 0.0109768 160.299 1 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 859.604 0.00273179 14.2069 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 449.607 0.00223491 9.47544 1 1 1419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
409 859.607 6.93182e-06 12.0309 4.8e-07 0.001 507 LS failed, Hessian reset
799 528.401 0.00402688 47.3977 1 1 876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 591.312 0.00290775 89.7959 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 450.091 0.00112562 77.9844 1 1 1536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
383 926.384 3.84915e-06 6.7297 4.033e-07 0.001 614 LS failed, Hessian reset
799 709.793 0.00115933 7.99777 0.8307 0.8307 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1594 623.394 3.6161e-06 4.1782 5.016e-07 0.001 2042 LS failed, Hessian reset 399 926.426 0.0135074 152.284 0.2257 1 634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 593.583 0.000869599 37.2161 1 1 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
577 785.944 1.01662e-05 7.8025 2.869e-07 0.001 755 LS failed, Hessian reset
599 785.997 0.000525268 11.9445 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 623.396 0.000913002 14.1704 1 1 2048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 529.062 0.0307316 119.809 1 1 984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 593.723 0.00196601 91.4841 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 859.812 9.12821e-05 22.0387 1 1 608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 450.333 0.000334834 17.495 1 1 1646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 623.418 8.08819e-05 2.73152 1 1 2167
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 530.893 0.000629198 79.8167 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
666 786.227 1.39967e-05 21.4714 5.438e-07 0.001 894 LS failed, Hessian reset
999 594.263 0.0105803 131.512 1 1 1140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
470 926.531 2.14715e-06 3.5818 3.201e-07 0.001 761 LS failed, Hessian reset
699 786.262 0.000103176 5.23241 1 1 929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 450.695 0.00020709 69.4903 0.16 0.16 1753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1701 623.418 3.09786e-06 3.37048 4.883e-07 0.001 2216 LS failed, Hessian reset
1099 595.166 0.000458528 20.3584 1 1 1259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 926.588 0.000232642 22.9576 0.3139 0.3139 799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
882 709.881 5.32534e-06 7.98713 9.051e-07 0.001 1051 LS failed, Hessian reset
1099 531.302 0.00033686 52.7428 1 1 1204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 709.886 0.000343546 20.5203 1 1 1069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 450.863 0.000126822 40.7929 0.4361 1 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
506 926.588 3.00798e-06 5.67986 5.305e-07 0.001 851 LS failed, Hessian reset
515 859.867 5.46884e-06 8.70745 7.068e-07 0.001 686 LS failed, Hessian reset 1199 531.614 0.000527179 77.5954 1 1 1312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 451.009 0.00250502 114.301 1 1 1977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 786.351 0.000168496 7.87668 1 1 1054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1796 623.425 6.08823e-06 7.3374 5.658e-07 0.001 2390 LS failed, Hessian reset
999 709.962 9.59953e-05 5.3267 1 1 1190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
553 926.611 5.82305e-06 9.93638 4.732e-07 0.001 950 LS failed, Hessian reset
1799 623.425 3.0729e-05 6.64312 1 1 2393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 786.477 0.00346691 37.3739 1 1 1170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 595.753 0.00103243 22.097 1 1 1369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 860.065 0.000187674 19.5626 0.4414 0.8617 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
583 926.619 5.30512e-06 7.74385 7.732e-07 0.001 1024 LS failed, Hessian reset
1899 451.289 0.00142156 149.11 1 1 2086
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
612 860.067 7.99494e-06 13.9005 4.275e-07 0.001 843 LS failed, Hessian reset
1299 596.758 0.00194158 15.5832 1 1 1478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 531.706 0.000377833 31.9428 0.4956 0.4956 1420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 451.434 0.00239465 166.143 0.1542 0.5129 2200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 710.08 0.00114097 21.8726 0.8462 0.8462 1303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 531.935 0.00625177 44.6308 1 1 1532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 926.624 5.09589e-05 24.6437 0.2636 0.02636 1046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 786.548 0.000505753 75.2706 1 1 1282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 451.601 0.00656518 71.7175 1 1 2307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1141 710.12 6.75197e-06 8.90281 1.024e-06 0.001 1394 LS failed, Hessian reset
1889 623.454 3.24949e-05 41.0055 6.355e-07 0.001 2539 LS failed, Hessian reset
1899 623.466 0.000383821 6.23994 1 1 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 451.691 0.00334639 68.2764 1 1 2418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 710.161 0.000813154 61.6742 0.4929 0.4929 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 860.131 0.000745553 5.81931 1 1 949
1499 532.112 0.000146755 16.8574 1 1 1645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1204 710.164 5.20283e-06 8.42006 4.811e-07 0.001 1505 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 597.055 0.0015355 23.0069 3.469 0.3469 1586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 623.488 4.47312e-05 6.116 0.5967 0.5967 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1237 710.181 4.88967e-06 6.37634 3.79e-07 0.001 1592 LS failed, Hessian reset
613 926.626 1.04948e-05 9.38337 3.45e-06 0.001 1110 LS failed, Hessian reset
1599 532.219 0.00139368 59.2969 1 1 1757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1044 786.613 6.48658e-06 10.5285 6.617e-07 0.001 1374 LS failed, Hessian reset
717 860.158 4.96725e-06 5.15479 2.911e-07 0.001 1017 LS failed, Hessian reset
2299 451.898 0.00209868 47.4614 1 1 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2084 623.493 3.98346e-06 5.69857 7.912e-07 0.001 2821 LS failed, Hessian reset
2099 623.493 5.33235e-06 2.42323 0.7783 0.7783 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 786.652 0.000465203 37.6033 12.24 0.1224 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
735 860.171 3.42463e-06 5.82809 6.295e-07 0.001 1092 LS failed, Hessian reset
1499 597.361 0.00128614 22.8772 1 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 452.052 0.00259685 53.2777 0.8751 0.8751 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 926.684 0.0154477 96.5921 1.111 0.1111 1213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1258 710.188 4.57276e-06 6.961 6.059e-07 0.001 1666 LS failed, Hessian reset
1699 532.268 0.000187487 12.3014 0.3343 1 1869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
718 926.856 1.09776e-05 20.9307 7.197e-07 0.001 1281 LS failed, Hessian reset
1599 597.541 7.73724e-05 11.7231 1 1 1806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
750 860.182 2.00704e-06 2.97659 3.291e-07 0.001 1158 LS failed, Hessian reset
1299 710.197 0.000684129 10.5723 1 1 1716
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 452.15 4.41414e-05 6.71726 1 1 2753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 532.731 7.70026e-05 66.2927 0.3547 0.3547 1977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2516 452.154 3.96767e-06 9.24167 2.711e-07 0.001 2817 LS failed, Hessian reset
2157 623.652 6.14813e-05 66.5613 4.813e-07 0.001 2942 LS failed, Hessian reset
1699 597.611 0.000544217 54.868 0.3898 0.991 1927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1871 532.839 7.36934e-06 17.9008 6.083e-07 0.001 2107 LS failed, Hessian reset
1399 710.273 0.000102628 8.96483 1 1 1837
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 927.133 0.00131398 4.1131 1 1 1380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 452.184 0.00414242 67.7931 1 1 2911
1899 532.889 0.000502039 14.5431 1 1 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 786.7 0.000105914 9.00147 0.8819 0.8819 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 623.721 0.000250701 14.8691 1 1 2988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
795 860.206 1.85552e-05 30.1979 4.809e-07 0.001 1245 LS failed, Hessian reset
799 860.207 7.84322e-05 10.1236 1 1 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
831 927.256 4.71254e-06 6.6236 2.948e-07 0.001 1464 LS failed, Hessian reset
2699 452.225 0.000364722 15.5865 1 1 3024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1442 710.331 1.0468e-05 17.5214 5.953e-07 0.001 1924 LS failed, Hessian reset
1299 786.714 0.000105361 16.7057 0.4237 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 532.939 0.000332532 32.8649 0.295 1 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 710.384 6.30087e-05 30.7425 0.7217 0.7217 1993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2799 452.242 0.000143049 9.65707 1 1 3139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 597.685 0.00085727 55.2749 0.5974 0.5974 2044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 927.363 0.00112229 37.4044 1 1 1543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2237 623.741 1.16973e-05 11.8607 7.497e-07 0.001 3072 LS failed, Hessian reset
1315 786.724 1.82893e-05 29.6131 5.491e-07 0.001 1748 LS failed, Hessian reset
823 860.228 2.89552e-06 4.91018 3.784e-07 0.001 1323 LS failed, Hessian reset
2099 532.968 0.000429685 20.002 1 1 2362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 623.758 6.8698e-05 4.27197 1 1 3145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 452.52 0.0833422 117.166 1 1 3261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
839 860.243 2.18562e-06 3.44536 3.415e-07 0.001 1392 LS failed, Hessian reset
2199 533.407 0.00198174 67.3406 1 1 2472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1852 597.775 2.91507e-05 55.2462 3.926e-07 0.001 2156 LS failed, Hessian reset
1338 786.746 3.83553e-06 5.36755 3.461e-07 0.001 1811 LS failed, Hessian reset
1899 597.908 9.79908e-05 8.6866 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 452.589 0.000236356 26.5326 0.3664 0.3664 3378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
854 860.25 2.73465e-06 4.79394 4.196e-07 0.001 1457 LS failed, Hessian reset
2299 533.623 4.53057e-05 11.2951 1 1 2585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 786.765 0.0008032 30.0045 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
936 927.38 1.20369e-05 18.5773 3.056e-07 0.001 1636 LS failed, Hessian reset
899 860.265 8.64983e-05 30.0789 0.5219 0.5219 1517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 452.649 0.000321169 9.69027 1 1 3490
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 710.411 0.000265074 7.91555 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 597.988 0.000281731 30.842 0.7009 0.7009 2313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3111 452.653 2.93371e-05 18.3323 8.694e-07 0.001 3550 LS failed, Hessian reset
2399 533.701 0.000161705 12.4314 0.4314 1 2696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2361 623.761 2.20097e-05 10.9785 2.356e-06 0.001 3259 LS failed, Hessian reset
999 927.498 0.000305968 37.6011 1 1 1718
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 452.678 0.00079955 16.8448 1 1 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 623.763 5.46246e-05 8.28978 1 1 3303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 598.046 0.000166036 18.6345 1 1 2423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
926 860.324 1.64507e-05 20.203 9.325e-07 0.001 1616 LS failed, Hessian reset
2423 623.764 6.87627e-06 7.68807 9.205e-07 0.001 3371 LS failed, Hessian reset
2499 533.993 0.00399556 33.2534 1 1 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1411 786.767 1.79982e-05 9.8187 3.918e-06 0.001 1941 LS failed, Hessian reset
2450 623.764 6.16517e-07 2.29262 0.2653 1 3411
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3299 452.702 3.37586e-05 8.66812 1 1 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 710.453 1.49566e-05 11.8541 0.711 0.711 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 534.166 0.000149887 23.2698 1 1 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 786.774 5.70122e-05 11.1342 1 1 2047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 452.711 3.3887e-05 3.94558 1 1 3905
1099 927.536 4.62346e-05 9.60544 0.4281 1 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1521 786.812 5.68597e-06 8.83234 3.74e-07 0.001 2112 LS failed, Hessian reset
2199 598.081 2.95927e-05 7.5386 0.1743 0.1743 2540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1739 710.462 6.38828e-05 21.3143 2.489e-06 0.001 2321 LS failed, Hessian reset
987 860.405 3.85181e-06 4.98595 3.174e-07 0.001 1749 LS failed, Hessian reset
2699 534.409 0.000547328 20.4917 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 860.409 5.55897e-05 11.4754 0.8343 0.8343 1764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 710.471 3.10109e-05 8.49689 0.508 0.508 2398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 598.112 0.000174441 20.1481 1.117 0.1117 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1026 860.416 5.60774e-06 9.15068 3.585e-07 0.001 1832 LS failed, Hessian reset
3486 452.748 8.07196e-06 17.0184 4.525e-07 0.001 4048 LS failed, Hessian reset
3499 452.749 5.35419e-05 11.5841 1 1 4063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 534.427 0.000112514 15.5641 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3541 452.751 8.74169e-07 2.41608 2.713e-07 0.001 4159 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 786.89 1.49619e-05 5.23873 1 1 2202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 598.15 0.000332594 13.8443 1 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1052 860.419 2.93559e-06 3.34689 2.944e-07 0.001 1902 LS failed, Hessian reset
1180 927.545 2.19408e-05 32.8878 3.086e-07 0.001 2006 LS failed, Hessian reset
1199 927.554 0.000127368 11.7942 5.086 0.5086 2030
1859 710.476 5.47205e-06 7.23648 7.328e-07 0.001 2509 LS failed, Hessian reset
2860 534.451 6.03149e-06 10.6123 4.944e-07 0.001 3270 LS failed, Hessian reset
2431 598.178 2.34435e-05 43.6488 2.35e-07 0.001 2853 LS failed, Hessian reset
2899 534.469 0.000392918 27.9866 1 1 3312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 710.481 3.36155e-05 8.8807 0.7084 0.7084 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 860.427 8.97037e-06 15.1756 5.26e-07 0.001 2035 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 598.219 0.000130556 11.5601 0.4833 1 2929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 534.508 0.000141333 6.97106 1 1 3422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1682 786.916 2.88518e-05 13.8148 8.907e-06 0.001 2344 LS failed, Hessian reset
1699 786.918 6.40993e-05 6.4285 0.3148 1 2363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 534.521 0.000262303 30.7815 0.5876 1 3538
1199 860.447 2.59182e-05 5.82742 0.9177 0.9177 2154
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2562 598.241 6.02152e-06 12.6958 4.482e-07 0.001 3042 LS failed, Hessian reset
1969 710.736 4.74501e-05 68.6794 3.734e-07 0.001 2666 LS failed, Hessian reset
2599 598.248 6.92643e-05 7.87862 0.5963 0.5963 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 534.536 1.87666e-05 37.6339 0.2895 0.2895 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 927.564 1.89284e-05 5.77794 0.2729 0.2729 2151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 710.788 0.00133046 30.3011 1 1 2701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3208 534.536 3.42571e-06 7.85926 3.247e-07 0.001 3720 LS failed, Hessian reset
1299 860.463 0.0301397 36.2108 1 1 2270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2641 598.253 4.33637e-06 9.05512 2.633e-07 0.001 3181 LS failed, Hessian reset
1319 927.565 1.25685e-05 5.9941 2.766e-06 0.001 2212 LS failed, Hessian reset
1799 786.925 4.62759e-05 3.2887 0.6104 0.6104 2487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 710.916 0.000721948 17.3986 1 1 2820
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1802 786.925 5.03002e-05 9.99579 1.571e-05 0.001 2529 LS failed, Hessian reset
2699 598.263 1.96678e-05 7.31913 0.1312 0.2744 3246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1388 927.809 1.86574e-05 32.9316 6.191e-07 0.001 2336 LS failed, Hessian reset
1399 927.881 0.00467733 155.193 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3237 534.538 1.83405e-06 5.68706 3.01e-07 0.001 3792 LS failed, Hessian reset
1836 786.928 9.77224e-06 14.3492 3.873e-07 0.001 2603 LS failed, Hessian reset
2177 710.93 1.2424e-05 17.6547 5.644e-07 0.001 3001 LS failed, Hessian reset
2199 710.935 0.000116942 13.9732 1 1 3023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1333 860.505 3.982e-05 63.3115 9.283e-07 0.001 2408 LS failed, Hessian reset
2234 710.947 3.42532e-06 5.40174 8.72e-07 0.001 3107 LS failed, Hessian reset
1499 928.091 1.15185e-05 7.23824 0.01082 1 2475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 598.292 0.000393347 32.4016 1 1 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1871 786.935 7.86768e-06 9.91586 1.081e-06 0.001 2689 LS failed, Hessian reset
3299 534.545 5.17403e-05 17.0657 1 1 3864
1899 786.937 7.62072e-05 6.71682 1 1 2724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1529 928.124 4.8157e-05 24.3999 1.464e-06 0.001 2553 LS failed, Hessian reset
2899 598.467 0.000301391 18.479 0.716 0.716 3478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2244 710.948 4.66271e-06 5.52482 1.155e-06 0.001 3160 LS failed, Hessian reset
1399 860.696 0.00451334 39.4875 1 1 2486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1551 928.143 2.69e-06 4.92404 5.049e-07 0.001 2637 LS failed, Hessian reset
2999 598.533 0.000497127 29.4882 1 1 3597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3369 534.622 4.34586e-06 7.61793 1.64e-07 0.001 3985 LS failed, Hessian reset
3399 534.636 2.82536e-05 12.1166 1 1 4018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 787.141 0.0183372 37.53 1 1 2850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 710.95 7.06774e-06 8.14306 0.4313 0.4313 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1426 860.711 6.65033e-06 10.3262 3.717e-07 0.001 2567 LS failed, Hessian reset
3099 598.568 4.64745e-05 7.02946 1 1 3707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 534.683 0.000869459 52.5003 1 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2331 710.96 6.142e-05 42.4596 4.301e-06 0.001 3340 LS failed, Hessian reset
2099 787.516 0.00709049 9.72885 0.6583 1 2960
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3513 534.685 1.99431e-06 5.42406 2.204e-07 0.001 4188 LS failed, Hessian reset
3169 598.588 1.29163e-05 19.4577 2.193e-07 0.001 3827 LS failed, Hessian reset
2383 710.972 5.27054e-06 7.94608 3.82e-07 0.001 3437 LS failed, Hessian reset
1562 928.148 9.46477e-06 13.5174 1.07e-06 0.001 2706 LS failed, Hessian reset 2100 787.516 2.48358e-05 9.99214 2.553e-06 0.001 2999 LS failed, Hessian reset
2399 710.973 6.54546e-06 2.29824 0.368 0.8631 3456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1481 860.734 6.62857e-06 7.81315 1.911e-06 0.001 2684 LS failed, Hessian reset
3573 534.696 4.56284e-06 13.7712 2.283e-07 0.001 4306 LS failed, Hessian reset
1499 860.738 4.06444e-05 3.87511 0.651 0.651 2703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 534.707 0.0019877 107.954 0.5054 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 598.596 0.000133614 12.022 1.074 0.1074 3863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 928.158 8.96706e-05 7.05481 1 1 2745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2422 710.974 1.44037e-05 5.31789 3.477e-06 0.001 3525 LS failed, Hessian reset
2429 710.974 4.21591e-07 2.31462 0.3867 0.3867 3533
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3642 534.713 7.60522e-06 8.3335 2.162e-06 0.001 4429 LS failed, Hessian reset
3299 598.615 0.000327218 16.1734 1 1 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3302 598.618 3.71466e-05 31.7729 9.056e-07 0.001 4017 LS failed, Hessian reset
3694 534.723 6.04839e-06 13.8394 3.714e-07 0.001 4552 LS failed, Hessian reset
3699 534.723 9.07863e-05 47.3477 1 1 4557
2199 787.785 0.00493724 56.4388 0.2336 1 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1559 860.767 4.22656e-05 68.5674 3.9e-07 0.001 2827 LS failed, Hessian reset
3324 598.622 4.61398e-06 7.35774 6.207e-07 0.001 4084 LS failed, Hessian reset
1599 860.805 0.000699597 6.25752 1 1 2876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3741 534.745 2.11253e-06 5.14121 1.803e-07 0.001 4651 LS failed, Hessian reset
2210 787.796 9.51246e-06 14.9085 5.009e-07 0.001 3203 LS failed, Hessian reset
3392 598.629 8.24478e-06 15.186 2.396e-07 0.001 4200 LS failed, Hessian reset
3399 598.629 2.93469e-05 15.8489 0.1132 1 4209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 534.751 1.5587e-05 5.55635 0.6897 0.6897 4719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1603 860.805 5.06491e-06 7.83178 6.27e-07 0.001 2921 LS failed, Hessian reset
1699 928.167 0.000117064 28.5844 1 1 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3457 598.633 3.42496e-06 7.51211 4.311e-07 0.001 4319 LS failed, Hessian reset
2258 787.853 6.96295e-06 10.9749 4.021e-07 0.001 3316 LS failed, Hessian reset
3499 598.634 4.67266e-06 8.11482 0.354 0.0354 4371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 787.878 0.000525514 13.7393 1 1 3365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 534.755 2.98621e-05 6.79059 1 1 4860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1755 928.169 7.69468e-07 2.91013 0.2524 1 2941
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2301 787.879 1.36652e-05 12.5758 2.175e-06 0.001 3406 LS failed, Hessian reset
1699 860.819 3.40277e-05 4.20767 1 1 3040
3999 534.783 9.01631e-05 17.0024 1 1 4984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4034 534.787 3.19311e-06 7.73419 1.931e-07 0.001 5072 LS failed, Hessian reset
3599 598.669 0.000811567 13.5034 1 1 4485
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3604 598.671 9.37496e-06 20.7102 2.816e-07 0.001 4534 LS failed, Hessian reset
4071 534.789 2.08027e-06 5.30236 1.944e-07 0.001 5182 LS failed, Hessian reset
2363 787.902 1.07857e-05 9.26958 2.866e-07 0.001 3538 LS failed, Hessian reset
4099 534.79 2.43154e-05 9.6247 0.4454 1 5215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1733 860.824 3.2362e-06 5.38921 3.585e-07 0.001 3153 LS failed, Hessian reset
3690 598.686 2.25689e-06 5.52757 3.504e-07 0.001 4690 LS failed, Hessian reset
3699 598.687 0.000112613 11.3579 0.6144 1 4702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 787.919 0.00127122 36.6133 1 1 3587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4129 534.791 5.69652e-06 13.7042 2.574e-07 0.001 5304 LS failed, Hessian reset
3778 598.692 6.43991e-06 14.6161 2.971e-07 0.001 4850 LS failed, Hessian reset
1750 860.829 4.26565e-06 6.95169 7.216e-07 0.001 3218 LS failed, Hessian reset
3799 598.696 5.2747e-05 11.8202 0.9168 0.9168 4874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 860.838 8.38799e-05 8.47928 1 1 3279
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2482 787.938 1.35466e-05 20.7045 6.628e-07 0.001 3735 LS failed, Hessian reset
3869 598.699 8.38766e-06 16.1132 2.469e-07 0.001 5015 LS failed, Hessian reset
4163 534.792 2.17317e-06 6.38199 3.859e-07 0.001 5383 LS failed, Hessian reset
2499 787.942 8.8159e-05 25.6839 0.5467 0.5467 3752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 598.7 1.03066e-05 3.8076 1 1 5051
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4187 534.792 7.15059e-07 3.23647 0.2732 1 5415
1801 860.838 6.14415e-06 7.14047 2.995e-07 0.001 3323 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3957 598.704 2.88358e-06 6.82539 3.155e-07 0.001 5160 LS failed, Hessian reset
3999 598.708 2.70012e-05 3.70415 1 1 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 787.95 7.5499e-06 4.38853 0.8974 0.8974 3873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1856 860.841 4.3073e-06 7.58691 6.668e-07 0.001 3436 LS failed, Hessian reset
2624 787.968 4.2611e-05 64.4752 5.926e-07 0.001 3940 LS failed, Hessian reset
1899 860.845 0.00877015 24.3636 1 1 3486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4093 598.716 1.63574e-05 25.1009 2.153e-07 0.001 5366 LS failed, Hessian reset
4099 598.721 4.6123e-05 7.679 1 1 5374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2696 787.986 5.89872e-06 7.65193 3.169e-07 0.001 4059 LS failed, Hessian reset
2699 787.987 0.000263664 12.726 1 1 4063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 598.736 8.90666e-06 3.69408 0.9546 0.9546 5491
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1945 860.869 1.01588e-05 15.6852 3.559e-07 0.001 3583 LS failed, Hessian reset
2756 787.991 1.60601e-05 22.449 3.627e-07 0.001 4181 LS failed, Hessian reset
4299 598.752 0.0107628 20.4021 1 1 5611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 860.917 0.000411003 61.8896 0.2672 0.2672 3650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 787.992 7.94412e-06 3.41551 1 1 4230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2012 860.923 2.95933e-05 11.1373 1.841e-06 0.001 3726 LS failed, Hessian reset
4399 598.881 0.00109461 10.7999 1 1 5719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2052 860.936 8.61065e-06 10.2819 3.031e-07 0.001 3823 LS failed, Hessian reset
2899 787.998 6.73755e-06 3.40062 1 1 4350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 860.939 1.20836e-05 4.23638 1 1 3883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2129 860.941 4.42332e-06 4.34419 2.835e-07 0.001 3986 LS failed, Hessian reset
4499 598.952 0.00197682 98.5109 0.3966 0.9289 5829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4531 598.964 9.62539e-06 19.2709 5.099e-07 0.001 5939 LS failed, Hessian reset
2981 788.026 3.25962e-05 52.0026 3.782e-07 0.001 4479 LS failed, Hessian reset
2999 788.04 0.00173473 17.2505 1 1 4498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 860.944 5.94951e-06 3.5019 0.5922 0.5922 4073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 599.016 0.000241646 13.07 1 1 6019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2234 860.948 1.15724e-05 17.9737 4.731e-07 0.001 4156 LS failed, Hessian reset
3033 788.052 1.68159e-05 13.1563 1.56e-06 0.001 4583 LS failed, Hessian reset
4674 599.023 2.83365e-06 4.04475 2.082e-07 0.001 6158 LS failed, Hessian reset
4699 599.023 1.71179e-06 6.98978 0.1904 0.1904 6186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4720 599.023 3.83322e-07 2.22707 0.3368 1 6217
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2252 860.951 1.31228e-05 7.07179 2.776e-06 0.001 4214 LS failed, Hessian reset
3099 788.058 1.66596e-05 4.54086 0.9131 0.9131 4655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2286 860.952 4.39425e-06 6.03096 3.181e-07 0.001 4300 LS failed, Hessian reset
2299 860.953 2.06888e-05 2.7526 0.2421 1 4315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3181 788.061 1.49875e-06 2.55739 0.9608 0.9608 4760
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2325 860.953 2.64032e-06 4.96151 4.037e-07 0.001 4384 LS failed, Hessian reset
2368 860.954 7.92413e-06 11.9223 3.463e-07 0.001 4474 LS failed, Hessian reset
2399 860.955 7.44647e-06 3.60321 1 1 4514
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2411 860.955 1.27303e-06 3.19975 1 1 4531
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 964.523 0.00243053 69.0689 0.5262 0.5262 132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 972.175 0.016198 90.4059 0.4146 1 252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
247 973.011 1.30303e-05 24.9469 4.248e-07 0.001 345 LS failed, Hessian reset
299 973.178 0.0018103 60.0152 1 1 404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 973.781 0.00130559 20.1024 1 1 519
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1025.29 0.0322628 110.057 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
478 974.004 2.06316e-05 32.755 3.127e-07 0.001 655 LS failed, Hessian reset
499 974.067 0.0079373 254.151 1 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1026.53 0.00176072 103.074 0.049 0.9323 241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
524 974.12 4.2486e-06 7.86381 3.521e-07 0.001 760 LS failed, Hessian reset
299 1029.85 0.0178335 339.241 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
582 974.257 9.781e-06 17.5461 5.479e-07 0.001 882 LS failed, Hessian reset
599 974.429 0.00063734 23.1788 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1030.48 0.00561983 224.202 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
618 974.7 9.51596e-06 10.1587 2.608e-07 0.001 971 LS failed, Hessian reset
685 974.799 1.19686e-05 10.9037 1.906e-06 0.001 1087 LS failed, Hessian reset
699 974.839 7.96683e-05 6.17865 0.7974 0.7974 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1035.81 0.00893019 134.759 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1037.73 0.00336563 12.2214 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
793 975.04 1.4206e-05 9.73184 1.802e-06 0.001 1259 LS failed, Hessian reset
799 975.041 0.000190741 20.0788 1 1 1265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
835 975.141 1.41518e-05 23.9599 3.147e-07 0.001 1351 LS failed, Hessian reset
863 975.174 6.21876e-06 9.24378 8.327e-07 0.001 1419 LS failed, Hessian reset
699 1038.4 0.00696492 56.4373 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 975.215 4.74148e-06 8.139 6.796e-07 0.001 1512 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1039.12 0.0242395 41.6755 0.3411 1 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 99 1087.52 0.0020133 61.4742 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
801 1039.12 4.03315e-05 27.3545 1.126e-06 0.001 951 LS failed, Hessian reset
947 975.275 4.20174e-06 7.23395 9.879e-07 0.001 1629 LS failed, Hessian reset
199 1091.55 0.00298688 113.067 0.3049 0.3049 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1040.43 0.000928837 28.6489 1 1 1062
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 975.415 3.11735e-05 23.3777 0.5129 0.5129 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1100.29 0.0145315 121.941 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1119.76 0.0304658 1171.47 0.4967 0.4967 126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1041.86 0.00782037 57.1284 1 1 1180
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1070 975.506 4.93239e-06 9.14591 4.51e-07 0.001 1821 LS failed, Hessian reset
1099 975.543 0.000851857 37.5911 1 1 1854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1102.75 0.00125907 18.6606 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1154.83 0.00403104 63.0164 1 1 238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1043.38 0.00221212 44.0018 0.6481 0.6481 1294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1172.11 0.0210172 393.714 0.9971 0.9971 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1153 975.581 4.28361e-06 7.78906 4.562e-07 0.001 1960 LS failed, Hessian reset
1136 1043.44 3.01417e-05 12.8142 3.044e-06 0.001 1382 LS failed, Hessian reset
299 1158.85 0.0279049 134.965 1.18 0.118 354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1103.61 7.56199e-05 9.55913 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1176 975.643 3.04506e-06 5.40734 3.121e-07 0.001 2047 LS failed, Hessian reset
1199 975.663 0.000312473 12.3986 1 1 2072
199 1190.08 0.000999837 110.652 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1162.44 0.000319177 36.4081 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1044.82 0.000420291 25.1201 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1225 975.701 7.93143e-06 8.50795 1.255e-06 0.001 2170 LS failed, Hessian reset
299 1200.56 0.00496985 272.69 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1104.2 3.08071e-05 10.7514 0.04821 0.04821 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1261 975.721 8.88037e-06 4.94136 1.856e-06 0.001 2257 LS failed, Hessian reset
1299 975.767 0.000144988 9.90608 0.05277 1 2302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1261 1045.14 1.8084e-05 24.7863 2.33e-07 0.001 1589 LS failed, Hessian reset
1299 1045.25 0.00803365 47.8803 0.8978 0.8978 1633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1163.28 1.60797e-05 25.9001 1.223e-06 0.001 619 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1218.14 0.00281825 47.7472 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1313 975.773 1.3484e-05 15.4669 2.602e-07 0.001 2369 LS failed, Hessian reset
699 1104.81 0.00545806 47.6247 0.8527 0.8527 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1351 975.813 1.1055e-05 10.9943 9.565e-07 0.001 2453 LS failed, Hessian reset
1399 975.854 0.000108349 7.41201 1 1 2507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1221.96 0.000773876 37.9036 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
735 1105.08 1.15193e-05 18.6334 7.591e-07 0.001 869 LS failed, Hessian reset
1399 1045.39 0.0010507 33.7919 0.492 0.492 1756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1163.71 4.45284e-05 13.9792 5.332e-06 0.001 782 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1419 975.865 1.10344e-05 20.0333 4.086e-07 0.001 2576 LS failed, Hessian reset
1450 1045.47 1.7941e-05 24.1376 1.768e-06 0.001 1870 LS failed, Hessian reset
799 1105.43 0.0173995 142.753 1 1 939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1223.73 0.0130591 313.293 0.4411 0.4411 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1045.52 0.000440018 5.04398 0.7969 0.7969 1921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1456 975.886 2.4154e-06 4.48631 3.301e-07 0.001 2674 LS failed, Hessian reset
1499 975.904 8.69932e-05 14.2221 0.9142 0.9142 2738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1521 1045.53 3.51621e-05 45.4112 1.553e-06 0.001 1997 LS failed, Hessian reset
699 1163.94 3.45912e-05 18.0741 0.4388 0.4388 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1224.91 0.00436105 66.2514 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1105.6 0.000247261 13.856 0.4295 0.8684 1053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1575 1045.61 5.07459e-06 9.77994 3.881e-07 0.001 2111 LS failed, Hessian reset
799 1164.02 0.00320397 35.4932 1 1 1025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1590 1045.62 1.42181e-05 9.03696 1.433e-06 0.001 2160 LS failed, Hessian reset
799 1225.88 0.0012658 44.8309 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1105.79 0.00298816 46.7745 1 1 1168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 976.212 0.00287405 10.9532 1 1 2858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1045.63 0.00255613 129.069 1 1 2169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1106.12 0.000332969 12.4192 1 1 1283
1626 1045.69 2.11234e-05 8.07754 2.404e-06 0.001 2241 LS failed, Hessian reset
899 1164.22 0.00218308 48.2527 0.4321 0.4321 1139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1226.69 0.00192638 35.6579 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1045.75 0.000885467 10.8239 0.825 0.825 2329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
1699 976.413 0.0064905 142.127 0.3244 1 2985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1106.75 0.0108929 49.3128 1 1 1406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1227 0.0100706 178.848 1 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1164.66 0.000784425 16.0807 1 1 1251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1106.85 6.19026e-05 8.77897 1 1 1514
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1724 1045.78 8.02267e-05 33.6942 1.905e-06 0.001 2438 LS failed, Hessian reset
1788 976.773 1.44498e-05 25.5363 5.277e-07 0.001 3141 LS failed, Hessian reset
1799 976.824 0.00286419 97.3514 0.2891 1 3153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1227.8 0.000329694 16.6619 0.5832 0.5832 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1755 1045.84 2.71161e-05 11.5008 4.071e-06 0.001 2507 LS failed, Hessian reset
1765 1045.86 2.13428e-06 3.07031 0.2186 0.9748 2519
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1838 976.891 1.46263e-05 28.142 3.997e-07 0.001 3243 LS failed, Hessian reset
99 1187.38 0.0581394 1688.07 1 1 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1164.83 0.00880011 42.8827 0.4196 1 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1228.19 0.0310183 85.9999 1 1 1322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1884 976.947 1.53957e-05 8.07751 2.011e-06 0.001 3338 LS failed, Hessian reset
1899 976.957 0.00103903 9.63631 1.225 0.1225 3362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1107.01 0.000537716 19.5087 0.8109 0.08109 1626
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1164.99 0.000353262 18.4581 1 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1241.41 0.000717224 99.3004 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1296.06 0.000791738 105.531 0.2741 0.2741 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1978 977.016 1.01067e-05 10.3287 2.095e-06 0.001 3501 LS failed, Hessian reset
1999 977.043 2.21003e-05 5.21121 1 1 3527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1310.41 0.0091479 125.263 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1251 1228.87 1.54648e-05 34.3727 7.117e-07 0.001 1418 LS failed, Hessian reset
1299 1165.09 0.000343044 6.53138 1 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2013 977.057 5.16013e-06 9.10436 4.995e-07 0.001 3592 LS failed, Hessian reset
1499 1107.34 0.0024426 32.867 1 1 1744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1229.45 0.0369758 218.072 2.22 0.222 1477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1316.33 0.0125897 239.099 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1257.39 0.0115509 190.703 0.8439 0.8439 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1516 1107.35 9.2504e-06 18.8436 3.349e-07 0.001 1803 LS failed, Hessian reset
2035 977.066 6.19793e-06 3.09534 2.336e-07 0.001 3668 LS failed, Hessian reset
1399 1165.13 0.00093442 15.7447 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1229.83 0.000586043 65.6716 1 1 1589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1107.44 0.000571308 8.87063 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1269.81 0.00550481 118.427 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1362.48 0.041319 577.047 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1404 1165.13 8.63217e-06 8.73085 2.192e-07 0.001 1754 LS failed, Hessian reset
299 1328.9 0.0137043 485.389 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1623 1107.61 2.5017e-05 14.0248 1.425e-06 0.001 1978 LS failed, Hessian reset
2098 977.094 3.16738e-06 5.62089 3.17e-07 0.001 3803 LS failed, Hessian reset
2099 977.094 1.55312e-06 4.79185 1 1 3804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1274.65 0.00784806 361.271 0.6323 0.6323 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1338.95 0.0312197 1259.13 1 1 436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1424 1165.15 5.49671e-06 9.5594 7.998e-07 0.001 1830 LS failed, Hessian reset
299 1372.57 0.00400929 658.682 0.1378 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1107.71 0.00398515 120.321 0.2057 1 2067
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1230.41 9.92453e-05 6.65149 1 1 1701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2135 977.102 4.55888e-06 7.80784 6.411e-07 0.001 3890 LS failed, Hessian reset
599 1279.13 0.00595296 480.994 0.3868 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1705 1107.72 9.31623e-06 12.5507 2.311e-07 0.001 2127 LS failed, Hessian reset
1499 1165.17 0.000214508 7.04818 1 1 1921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 977.116 0.000353128 19.0023 0.6349 0.6349 3967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1755 1107.74 1.6607e-06 3.8549 4.107e-07 0.001 2233 LS failed, Hessian reset
499 1349.77 0.0189433 50.6467 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1165.18 0.00012702 19.8682 0.8894 0.8894 2040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1394.7 0.0327648 1537.58 0.4304 0.4304 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1281.99 0.00106493 35.7294 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1230.51 0.00115636 15.0523 0.1659 1 1824
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1107.79 0.0285952 128.749 1 1 2284
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1802 1107.8 5.71623e-05 63.3676 9.998e-07 0.001 2341 LS failed, Hessian reset
2215 977.124 1.60847e-05 27.9697 3.207e-07 0.001 4043 LS failed, Hessian reset
1660 1230.54 4.07648e-06 10.1645 3.101e-07 0.001 1936 LS failed, Hessian reset
2236 977.154 4.98712e-06 9.51974 4.377e-07 0.001 4109 LS failed, Hessian reset
499 1408.38 0.0017008 418.235 0.6366 0.6366 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1230.58 0.000120372 17.1861 0.8018 0.8018 1981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1353.61 0.00933103 91.8384 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1165.27 0.00458779 56.1428 1 1 2164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2258 977.169 1.64093e-05 12.3707 1.409e-06 0.001 4180 LS failed, Hessian reset
799 1282.2 6.59716e-05 9.18714 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1838 1107.85 4.98039e-06 11.1457 3.324e-07 0.001 2423 LS failed, Hessian reset
1714 1230.6 5.38163e-06 7.46745 2.048e-07 0.001 2043 LS failed, Hessian reset
2286 977.177 1.63355e-05 11.1145 5.275e-06 0.001 4262 LS failed, Hessian reset
1899 1107.9 0.000530783 18.8056 1 1 2489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1701 1165.27 2.29299e-05 46.8278 3.248e-07 0.001 2207 LS failed, Hessian reset
599 1415.79 0.00728477 240.987 0.6467 0.06467 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1948 1107.91 1.10162e-05 5.42819 2.039e-06 0.001 2589 LS failed, Hessian reset
2298 977.18 3.95401e-06 6.19276 8.529e-07 0.001 4315 LS failed, Hessian reset
2299 977.18 3.19238e-06 4.06459 1 1 4316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1359.87 0.0136075 182.764 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1987 1107.93 2.59713e-06 5.67503 6.073e-07 0.001 2673 LS failed, Hessian reset
1999 1107.93 0.000285868 14.3032 0.9218 0.9218 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1230.63 0.000444097 30.3244 0.8329 0.8329 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1283.26 0.0466366 337.62 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1733 1165.3 6.83468e-06 14.5883 4.405e-07 0.001 2294 LS failed, Hessian reset
1799 1165.32 0.000722145 33.6945 1 1 2378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1419.74 0.0244847 148.193 1 1 774
2337 977.184 6.77465e-06 11.9392 3.727e-07 0.001 4405 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1230.82 0.000351481 60.3772 1 1 2250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1284.63 0.0191434 79.8803 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1363.81 0.00588107 194.193 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2056 1107.95 2.25756e-06 5.33276 3.719e-07 0.001 2808 LS failed, Hessian reset
2361 977.188 7.00559e-06 7.31873 1.824e-06 0.001 4477 LS failed, Hessian reset
1036 1287.11 3.93919e-05 78.4692 8.226e-07 0.001 1184 LS failed, Hessian reset
2087 1107.96 1.50662e-05 12.1354 5.16e-06 0.001 2882 LS failed, Hessian reset
1955 1231.16 1.28311e-05 24.9648 9.015e-07 0.001 2359 LS failed, Hessian reset
2375 977.191 2.97409e-06 5.07859 2.979e-07 0.001 4550 LS failed, Hessian reset
1861 1165.33 3.95929e-06 7.76825 5.119e-07 0.001 2501 LS failed, Hessian reset
899 1364.59 0.000122724 10.1631 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1231.28 0.000105299 7.75191 1 1 2408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1107.96 0.000128828 4.23171 1 1 2894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1424.67 0.00270756 150.133 0.4963 0.4963 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2388 977.192 3.01089e-06 5.8572 5.546e-07 0.001 4602 LS failed, Hessian reset
2002 1231.28 2.69859e-06 6.12693 5.816e-07 0.001 2450 LS failed, Hessian reset
2399 977.194 0.000560988 35.9798 1 1 4613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1288.45 0.00266258 58.3538 1 1 1251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1892 1165.34 8.87898e-06 17.4101 4.167e-07 0.001 2582 LS failed, Hessian reset
1899 1165.34 6.52248e-05 15.2841 0.3382 0.3382 2591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2036 1231.31 1.58611e-05 23.7441 7.896e-07 0.001 2537 LS failed, Hessian reset
1913 1165.35 1.39294e-06 3.11704 4.103e-07 0.001 2655 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 1108.31 0.00627519 10.6872 1 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1365.05 0.00122556 56.7796 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1289.09 0.00142951 109.81 0.5946 0.5946 1360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1433.54 0.00560909 145.834 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2063 1231.33 2.2335e-06 5.58745 4.99e-07 0.001 2612 LS failed, Hessian reset
2299 1108.77 0.0226557 64.4228 1 1 3127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1367.07 0.000154577 24.9335 0.9806 0.9806 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 977.49 0.0915282 132.042 1 1 4727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2089 1231.35 3.1514e-06 7.34013 2.889e-07 0.001 2686 LS failed, Hessian reset
999 1435.18 0.00252237 221.346 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1231.35 2.86394e-05 9.75185 0.742 0.742 2697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1289.93 0.00268062 45.6413 0.5225 1 1474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2534 977.721 1.32396e-05 23.7418 2.762e-07 0.001 4834 LS failed, Hessian reset
2399 1108.97 0.00086429 29.551 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1368.03 0.00110467 41.0383 0.4409 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 977.955 0.000140057 10.1799 1 1 4910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2114 1231.36 3.22732e-06 6.52148 7.304e-07 0.001 2760 LS failed, Hessian reset
1399 1290.27 0.000472758 61.0299 0.4828 0.4828 1585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1436.86 0.00210621 143.68 0.2123 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1109.11 0.00163826 89.5347 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 978.563 0.00182339 40.5897 1 1 5033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2509 1109.12 2.7757e-06 4.81925 2.442e-07 0.001 3408 LS failed, Hessian reset
1499 1290.44 0.00013598 11.8236 0.9528 0.9528 1700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2158 1231.37 3.1293e-06 7.45026 4.908e-07 0.001 2867 LS failed, Hessian reset
2752 978.627 4.77061e-05 16.4745 7.082e-06 0.001 5155 LS failed, Hessian reset
1299 1368.2 7.13089e-05 4.20307 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 978.722 0.000124918 14.3473 1 1 5211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1438.74 0.00835363 92.2934 1 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1231.39 3.09193e-05 5.89345 0.2602 1 2917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1109.14 3.64382e-05 11.5293 0.2625 0.2625 3524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1290.58 0.00042203 14.7605 1 1 1818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 978.845 0.0015428 35.819 1 1 5324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2628 1109.14 3.24151e-06 7.46045 4.188e-07 0.001 3602 LS failed, Hessian reset
1399 1368.29 0.000475363 14.3451 0.4381 0.9816 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2913 978.865 4.43503e-06 5.83475 2.491e-07 0.001 5416 LS failed, Hessian reset
1299 1439.92 0.00492309 36.0172 1 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1109.14 0.00043947 11.1473 1 1 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2927 978.874 4.65855e-06 9.11476 3.461e-07 0.001 5483 LS failed, Hessian reset
2256 1231.43 4.748e-06 8.67516 6.457e-07 0.001 3057 LS failed, Hessian reset
2942 978.878 7.18624e-06 7.5903 1.49e-06 0.001 5538 LS failed, Hessian reset
1699 1290.68 0.000219878 66.5661 0.4328 0.4328 1930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2708 1109.15 3.32791e-05 31.2207 1.003e-06 0.001 3734 LS failed, Hessian reset
2999 978.884 5.36832e-05 9.0452 0.5934 0.5934 5609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1440.43 0.000938314 38.693 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2289 1231.44 5.78882e-06 10.3394 2.253e-07 0.001 3139 LS failed, Hessian reset
1499 1368.41 0.000332949 32.0037 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1231.44 5.59051e-05 4.43467 1 1 3151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2724 1109.15 5.32221e-06 11.1585 2.961e-07 0.001 3790 LS failed, Hessian reset
3061 978.897 5.40689e-06 8.26189 2.712e-07 0.001 5739 LS failed, Hessian reset
1799 1290.85 0.00128086 18.5151 1 1 2037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 978.904 1.82822e-05 13.3816 0.2837 0.2837 5790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2750 1109.15 3.1625e-06 6.868 3.247e-07 0.001 3870 LS failed, Hessian reset
2334 1231.45 2.50669e-05 2.56897 1 1 3191
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 1441.48 0.00582655 109.362 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2781 1109.15 2.93883e-06 6.36778 4.175e-07 0.001 3951 LS failed, Hessian reset
1599 1368.76 0.000568717 48.1127 1 1 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1109.15 1.69377e-05 3.85501 1 1 3971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3148 978.922 3.73866e-05 68.1481 3.087e-07 0.001 5892 LS failed, Hessian reset
1699 1369.31 0.00952527 67.2588 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3162 978.939 3.12781e-06 5.97556 3.159e-07 0.001 5949 LS failed, Hessian reset
1599 1442.71 0.0085682 50.0532 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1898 1291 1.50024e-05 16.3506 2.87e-06 0.001 2220 LS failed, Hessian reset
3199 978.944 0.00012507 5.00583 1 1 5998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1291 1.42898e-05 11.1667 1 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1109.16 0.00160442 16.7319 1 1 4090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1369.61 0.000329114 16.3353 1 1 2025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3200 978.944 1.65909e-06 3.20567 3.314e-07 0.001 6039 LS failed, Hessian reset
1699 1442.96 0.000225155 11.869 1 1 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1291.16 0.000655202 73.6116 0.5223 0.5223 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3242 978.956 3.96845e-06 8.46448 3.938e-07 0.001 6135 LS failed, Hessian reset
1899 1369.74 0.000118608 15.7908 1 1 2136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2986 1109.18 1.60848e-06 3.82972 3.983e-07 0.001 4258 LS failed, Hessian reset
1799 1443.38 0.000611211 182.831 0.6404 0.6404 2002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2031 1291.17 4.76689e-06 6.62947 9.762e-07 0.001 2422 LS failed, Hessian reset
3299 978.96 8.56358e-05 19.423 0.8876 0.8876 6212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1109.18 0.000156808 19.366 0.3941 1 4273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3306 978.961 1.03199e-05 5.08133 2.968e-06 0.001 6259 LS failed, Hessian reset
1827 1443.66 3.17746e-05 23.9606 9.53e-07 0.001 2092 LS failed, Hessian reset
3029 1109.18 2.25149e-06 5.01342 6.14e-07 0.001 4349 LS failed, Hessian reset
3327 978.962 1.00494e-05 6.63859 2.741e-06 0.001 6323 LS failed, Hessian reset
2055 1291.18 1.5743e-06 4.35892 3.102e-07 0.001 2499 LS failed, Hessian reset
3399 978.968 2.1428e-05 4.10626 0.9786 0.9786 6408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1370.35 0.00407531 189.912 0.3218 0.3218 2255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1882 1443.78 2.41688e-06 7.75806 2.927e-07 0.001 2197 LS failed, Hessian reset
3099 1109.18 6.74949e-05 5.07179 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1291.2 0.00114299 64.4344 0.6458 0.6458 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1443.8 7.38654e-05 28.1454 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1931 1443.82 4.35641e-05 3.2856 1 1 2249
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 978.972 1.78914e-05 15.3251 0.7572 0.7572 6536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2010 1370.39 6.27808e-06 17.5025 2.174e-07 0.001 2312 LS failed, Hessian reset
3123 1109.18 1.48137e-05 11.4709 1.044e-06 0.001 4508 LS failed, Hessian reset
3578 978.98 9.18751e-06 17.662 4.703e-07 0.001 6693 LS failed, Hessian reset
3599 979.009 3.8149e-05 12.3956 2.208 0.2208 6719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1370.59 0.004079 94.5152 1 1 2409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2150 1291.32 4.49233e-05 63.5781 6.926e-07 0.001 2665 LS failed, Hessian reset
3163 1109.19 1.44778e-06 3.33329 3.169e-07 0.001 4597 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2196 1291.6 1.07463e-05 12.6727 1.802e-07 0.001 2772 LS failed, Hessian reset
2199 1291.6 1.22174e-05 8.81253 1 1 2775 3629 979.02 1.13915e-05 20.662 5.791e-07 0.001 6802 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2198 1370.66 1.11691e-05 12.2327 1.66e-07 0.001 2559 LS failed, Hessian reset
2199 1370.66 1.99802e-06 10.9418 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3652 979.023 5.40418e-06 6.63066 9.565e-07 0.001 6872 LS failed, Hessian reset
3699 979.029 4.75635e-05 8.5679 1 1 6925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1291.78 0.00201196 81.7503 1 1 2891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3731 979.031 3.35324e-06 5.79758 2.753e-07 0.001 7008 LS failed, Hessian reset
2367 1291.83 3.13699e-06 7.09701 2.127e-07 0.001 3022 LS failed, Hessian reset
2299 1370.73 0.000755609 7.58127 1 1 2676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1291.86 6.88359e-05 24.4371 0.275 1 3059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3796 979.036 1.07567e-05 10.4578 2.914e-06 0.001 7128 LS failed, Hessian reset
3799 979.036 1.71017e-05 9.06164 0.5624 1 7132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2398 1370.75 3.44861e-06 2.80163 1 1 2788
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 1291.9 0.00066957 57.6822 0.9763 0.9763 3177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3846 979.037 4.8969e-06 9.32232 3.221e-07 0.001 7231 LS failed, Hessian reset
3899 979.039 1.53618e-05 6.99327 0.4563 1 7293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3911 979.041 1.05669e-05 19.4037 3.236e-07 0.001 7349 LS failed, Hessian reset
2574 1291.91 3.88542e-06 7.98877 9.21e-07 0.001 3317 LS failed, Hessian reset
2599 1291.92 4.49915e-05 10.0332 1 1 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2614 1291.92 6.14926e-06 5.46519 1.549e-06 0.001 3407 LS failed, Hessian reset
3999 979.046 0.000653845 12.2622 0.2589 1 7460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1292.07 0.00776763 71.648 0.4611 0.4611 3513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4046 979.06 2.36212e-05 48.647 3.41e-07 0.001 7586 LS failed, Hessian reset
4099 979.093 0.000189249 21.073 0.2186 1 7654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2781 1292.29 9.32742e-06 23.6921 2.748e-07 0.001 3672 LS failed, Hessian reset
4121 979.095 2.38578e-06 4.69485 6.088e-07 0.001 7729 LS failed, Hessian reset
2799 1292.46 0.000765429 131.431 1 1 3692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4176 979.1 3.20899e-06 5.78336 6.266e-07 0.001 7831 LS failed, Hessian reset
4199 979.101 1.15069e-05 6.4131 0.2443 0.2443 7858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2823 1292.49 5.55632e-06 14.2327 5.054e-07 0.001 3761 LS failed, Hessian reset
2852 1292.61 7.33621e-06 18.7104 3.051e-07 0.001 3842 LS failed, Hessian reset
4255 979.104 1.26217e-05 21.6593 5.975e-07 0.001 7966 LS failed, Hessian reset
2899 1292.65 0.000345035 60.4224 0.5957 0.5957 3894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 979.106 0.000125329 10.9104 1 1 8019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1292.73 0.000566125 14.6087 1 1 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4387 979.11 2.64675e-06 5.19436 3.144e-07 0.001 8176 LS failed, Hessian reset
4399 979.11 1.6912e-05 3.38081 0.7237 0.7237 8194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4461 979.115 2.05747e-05 32.1016 2.642e-07 0.001 8307 LS failed, Hessian reset
3057 1292.75 1.37825e-06 3.56637 2.435e-07 0.001 4125 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4499 979.119 5.16309e-05 6.46844 1 1 8353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 979.122 0.000245695 9.13785 1 1 8480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4605 979.134 8.99959e-05 42.789 1.422e-06 0.001 8525 LS failed, Hessian reset
4619 979.142 3.76571e-06 6.75399 2.995e-07 0.001 8593 LS failed, Hessian reset
4652 979.147 1.31906e-05 11.6953 3.555e-06 0.001 8665 LS failed, Hessian reset
4688 979.148 8.17749e-06 6.09148 9.966e-07 0.001 8771 LS failed, Hessian reset
4689 979.148 2.25576e-06 2.34101 0.4616 1 8773
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1344.61 0.00161753 238.216 0.2374 0.8393 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1434.47 0.024674 861.696 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1458.82 0.0114053 377.449 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1464.59 0.00358308 67.1519 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1475.98 0.0184801 617.468 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1485.45 0.0189517 125.23 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1500.12 0.00599634 663.208 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1502.76 0.00196678 39.3185 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1504.88 0.00828991 33.3819 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1505.42 0.00295496 71.0498 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1505.76 0.000436131 42.3829 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1506.11 0.00194778 37.6133 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1412.13 0.00671956 1283.69 0.01624 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1392.46 0.0528941 1730.4 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1506.65 6.3698e-05 9.62713 0.7158 0.7158 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1452.17 0.00267413 302.92 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1467.72 0.00488181 1128.9 0.5562 0.5562 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1506.83 0.000198833 12.1688 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1521.06 0.0022036 66.1126 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1507.05 0.000733038 23.197 1 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1478.5 0.00596455 234.012 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1536.69 0.0309872 164.058 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1507.14 0.0489147 227.841 1 1 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1491.11 0.00661422 180.838 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1507.65 0.00031832 6.74887 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1553.78 0.00934425 386.792 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1511.46 0.0674013 302.282 0.9711 0.9711 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1507.78 0.00234977 23.2703 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1521.55 0.0102133 288.127 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1564.98 0.00301024 148.888 1 1 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1525.63 0.002392 283.162 0.1797 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1507.95 0.000194286 20.147 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1529.15 0.0114312 262.76 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1568.94 0.00257846 114.614 1 1 765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1508.02 0.000550861 9.24744 0.5049 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1536.14 0.00204653 80.1887 1 1 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1571.87 0.000831686 83.8754 1 1 874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1508.23 0.000863361 80.3303 0.3193 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2123 1508.24 3.40942e-06 9.18835 6.28e-07 0.001 2401 LS failed, Hessian reset
2145 1508.25 7.96028e-05 2.56199 1 1 2428
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1538.6 0.0093592 135.211 1 1 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1577.15 0.00266941 186.415 1 1 988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1544.53 0.0498219 449.365 1 1 1213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1440.77 0.00269797 104.897 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1579.07 0.000119591 33.6611 1 1 1096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1553.73 0.00666425 116.363 1 1 1322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1583.62 0.0873869 569.436 1 1 1206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1532.71 0.0141316 837.718 0.3876 0.3876 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1557.43 0.00234812 60.4003 1 1 1428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1593.69 0.153166 732.266 0.5254 1 1323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1450.33 0.0431092 317.731 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1573.75 0.0111863 69.1775 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1557.74 0.000546116 50.2335 0.5287 0.5287 1538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1558.4 0.00744179 163.385 1 1 1645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1543.9 0.0222618 322.68 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1596.99 0.000416608 97.0787 1 1 1432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1591.95 0.00835601 471.65 0.4189 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1604.66 0.0229475 585.052 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1651.08 0.0190293 441.922 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1558.75 0.000657476 35.1007 1 1 1755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1599.56 0.00948782 199.166 2.179 0.2179 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1597.54 0.00874915 72.4101 1 1 1542
299 1690.57 0.0734964 648.85 0.7978 0.7978 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1559.78 0.051101 446.798 1 1 1862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1625.56 0.0228134 151.688 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1610.5 0.00826337 263.986 0.5051 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1711.63 0.0199849 476.197 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1597.89 0.00954457 143.538 0.2544 0.2544 1650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1645.63 0.115323 666.49 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1561.92 0.0228921 231.607 1 1 1969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1615.08 0.0116742 169.986 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1741.88 0.00960263 509.822 0.4941 0.4941 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1598.57 0.0181517 113.22 1 1 1757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1668.59 0.0474692 398.441 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1645.69 0.0175688 127.514 0.8255 0.8255 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1756.87 0.00704389 394.965 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1562.42 0.000215882 20.6518 1 1 2080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1599.29 0.00245975 20.3987 1 1 1872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1652.44 0.0417145 250.44 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1562.86 0.000352467 32.4908 0.288 0.288 2196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1681.67 0.00317372 130.835 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1599.76 0.0225679 159.717 1 1 1980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1767.74 0.00888309 305.077 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1661.46 0.0155055 1287.67 0.2702 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1691.32 0.0150487 176.757 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1600.93 0.0117612 141.941 4.344 0.4344 2098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1614.18 0.0183898 687.772 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1562.97 0.000506616 36.0069 0.3612 0.3612 2306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1774.49 0.0090764 368.813 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1694.32 0.0293128 236.269 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1602.15 0.0502248 175.857 1 1 2212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1664.9 0.000653622 110.405 0.5172 0.5172 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1563.13 0.00124516 52.7952 1 1 2419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1659.6 0.00972843 400.972 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1781.35 0.0183488 804.94 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1667.22 0.000236715 130.293 0.227 0.227 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1723.5 0.0161841 174.941 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1602.74 0.00753831 188.134 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1784.47 0.00915362 182.74 0.4162 0.4162 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1563.38 0.0030381 204.635 0.5077 1 2528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1667.54 0.00102582 67.9269 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1602.99 0.00181223 34.5902 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1769.52 0.0127403 493.073 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1727.2 0.0123344 115.978 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1692.15 0.0535935 504.111 0.9051 0.09051 126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1563.71 8.60569e-05 13.0555 1 1 2638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1792.23 0.00140232 251.929 0.2977 0.2977 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1668.28 0.00560543 51.1432 0.9746 0.9746 1546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1729.8 0.000382016 32.8162 0.8386 0.8386 1207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1603.19 0.00088561 15.6392 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1799.35 0.11388 1978.76 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1563.81 0.000301172 78.4744 0.3245 1 2755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1731.05 0.00253539 106.168 1 1 1324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1770.84 0.00684508 261.583 0.7689 0.7689 238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1669.06 0.00688529 39.3712 1 1 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1603.31 4.16098e-05 11.5556 0.2072 0.918 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1819.59 0.0343217 137.151 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1802.88 0.157177 1069.3 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1733.24 0.00246524 203.405 1 1 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1603.9 0.00094558 77.1268 0.9118 0.9118 2763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1670.01 0.00316395 96.5745 1 1 1766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1563.89 0.0019156 91.6862 1 1 2870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1842.24 0.0128558 589.235 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1806.95 0.0177696 220.127 1 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1854.84 0.00631631 536.7 0.8935 0.8935 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1564.24 8.27054e-05 11.2304 1 1 2983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1734.16 5.19286e-05 14.174 0.9155 0.9155 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1849.8 0.0167121 853.416 1 1 768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1808.67 0.000439149 36.2546 1 1 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1883.46 0.00519567 181.436 1 1 454
1699 1670.61 0.000118162 9.94335 1 1 1876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1604.15 0.00018915 46.1552 0.5142 0.5142 2875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1734.96 0.000237121 36.959 1 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1564.34 0.00118498 63.252 1 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1858.35 0.0276018 172.712 1 1 877
1499 1809.98 0.00154043 52.1353 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1920.43 0.00341783 235.939 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1671.05 0.000162138 24.5625 1 1 1981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1564.42 0.000369821 12.456 1 1 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1604.27 0.00156892 79.8226 1 1 2987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2902 1564.42 2.16769e-06 6.91296 2.033e-07 0.001 3258 LS failed, Hessian reset
1599 1736.17 0.0141237 87.885 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1872.23 0.0158567 746.248 0.1466 0.1466 985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1810.38 0.000318814 22.6234 0.9725 0.9725 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1671.51 0.00167169 46.2035 1 1 2092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1604.46 0.000673388 12.8674 0.7073 0.7073 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1564.45 0.000153771 3.52649 1 1 3361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3039 1564.45 0.000650774 2.44531 1 1 3406
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 1937.39 0.00105695 246.433 0.3837 0.3837 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1738.44 0.000249112 94.8528 0.5659 0.5659 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1810.7 0.00420188 277.384 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1878.95 0.00137719 67.1317 1 1 1099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1671.62 0.00378489 86.8319 1 1 2200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1605.5 0.000539376 24.0652 1 1 3219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1738.91 0.000386253 16.7767 1 1 1993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1942.11 0.0227744 210.977 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1812.15 0.00678695 62.2095 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1671.83 0.00159371 92.6761 1 1 2316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1882.83 0.0261408 482.296 1 1 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1739.04 0.00722166 47.8524 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1605.66 0.00296353 77.3047 1 1 3328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1946.81 0.00210044 114.431 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1812.63 0.0038762 137.23 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1672.01 0.000455699 9.51757 1 1 2427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1896.37 0.0127561 111.38 1 1 1324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1605.78 0.00350059 52.8638 1 1 3437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1812.86 0.00631397 153.61 1 1 2217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1672.19 0.000389257 91.6724 0.5559 0.5559 2535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3118 1605.98 1.1567e-05 33.7421 2.679e-07 0.001 3496 LS failed, Hessian reset
899 1956.77 0.00255321 110.361 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1739.29 0.00187432 21.0637 1 1 2219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1901.27 0.0104498 1122.74 0.1616 1 1430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1813.45 0.000791128 18.8408 1 1 2325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1739.38 0.000356262 91.9394 0.4267 0.4267 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1606.1 5.88661e-05 6.80355 1 1 3589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1674.29 0.00131182 106.878 1 1 2646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1903.87 0.00376425 415.943 1 1 1545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1963.18 0.0137125 735.169 0.8344 0.8344 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1813.93 0.003402 96.3389 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1606.11 0.00186157 66.5269 1 1 3704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1910.65 0.0272107 531.676 1 1 1654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1974.1 0.0363065 404.6 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1675.23 0.00854216 75.1559 1 1 2758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1739.52 0.00313605 47.9746 1 1 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1815.63 0.00936683 356.154 0.5031 0.5031 2549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1606.24 0.00122647 58.0239 0.9983 0.9983 3823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1739.64 5.83539e-05 5.68122 1 1 2545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1675.43 0.00101848 39.9246 0.3481 1 2871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1979.8 0.00467293 148.131 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1816.38 0.000353164 57.9014 0.2064 1 2657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1606.46 0.00731073 62.591 1 1 3935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1913.39 0.00297167 122.319 1 1 1769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1985.48 0.00681424 644.611 0.1289 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1739.66 3.5737e-05 4.24669 1 1 2657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3538 1606.75 3.18115e-05 85.8371 4.323e-07 0.001 4026 LS failed, Hessian reset
2699 1675.71 0.00358253 59.0248 1 1 2982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1917.03 0.053152 344.027 1 1 1877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1816.5 0.000195367 38.1348 0.2713 0.2713 2766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1607.15 0.000784907 19.0806 1 1 4094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1676.03 0.00333618 91.1196 1 1 3092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1740.24 0.000133772 74.9229 1 1 2770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1988.55 0.00270959 154.501 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1816.58 8.03218e-05 11.5338 1 1 2883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1920.28 0.000137955 39.6794 0.9187 0.9187 1989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1607.26 0.000281956 26.3721 10 1 4209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1740.63 0.00453082 38.5599 1 1 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1676.15 0.000588425 27.2328 1 1 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1816.67 7.3935e-05 23.9907 0.08515 1 2997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1989.24 0.000171466 43.7634 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1922.28 0.00172904 202.805 0.4625 1 2097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1607.39 0.00715596 214.786 1 1 4320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1740.86 0.000316977 29.5052 1 1 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1607.43 0.000146372 28.1359 0.4024 0.4024 4426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1923.11 0.0125329 195.311 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1816.73 0.00243899 85.63 1 1 3119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1676.23 0.000360145 25.3042 1 1 3313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1989.7 0.0181255 359.318 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1740.95 5.91213e-05 6.81007 1 1 3110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1923.68 8.67835e-05 49.4501 1 1 2323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3054 1676.26 1.43376e-06 4.49005 1.818e-07 0.001 3419 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3936 1607.49 8.86041e-06 13.6044 1.542e-07 0.001 4515 LS failed, Hessian reset
2899 1816.92 0.000344594 104.584 0.1807 1 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1990.18 0.0133698 243.657 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1607.55 0.00010497 20.2752 0.3543 1 4586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1741.08 0.00322119 109.535 1 1 3218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1817.39 0.0134016 196.266 1 1 3340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1923.85 0.000525993 36.1155 1 1 2432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1607.59 0.000178076 13.989 1 1 4695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1995.8 0.00322498 271.911 1 1 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2975 1741.12 4.50465e-06 13.8113 1.482e-07 0.001 3336 LS failed, Hessian reset
2299 1924.1 0.000236148 40.6423 1 1 2540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1741.14 0.00638156 206.97 1 1 3363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1607.62 0.000105057 25.7243 1.534 0.1534 4808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1818.01 0.00467569 53.8965 1 1 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1924.2 0.000472147 26.0998 1 1 2650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1998.27 0.00205928 373.818 0.07645 1 2128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1741.16 3.45484e-05 10.9862 0.85 0.85 3476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1607.66 0.000336348 13.2301 1 1 4917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1818.1 0.000280657 56.9303 1 1 3570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1741.3 0.000330691 37.5522 1 1 3589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1924.36 0.000208588 51.9618 0.1284 1 2764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3247 1741.33 1.41748e-05 3.22659 1 1 3638
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4399 1607.7 0.000488004 24.3365 1 1 5028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1998.95 0.000297754 154.856 0.8955 0.8955 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1818.13 0.000701168 59.5543 0.08451 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1607.79 0.000422649 17.7011 1 1 5140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1924.55 0.000527411 14.7923 0.7817 0.07817 2878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1818.25 0.000450335 15.1466 1 1 3786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1999.36 0.00024506 41.021 0.7024 0.7024 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1924.93 0.000394689 15.0651 1 1 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1818.39 5.24546e-05 14.983 1 1 3892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2000.25 0.000463287 100.504 1 1 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1607.8 1.84746e-05 5.02041 0.2349 0.2349 5255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2000.75 0.000260217 38.3815 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1925.69 0.0281729 180.147 1 1 3100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1818.54 0.00297261 85.2834 1 1 4004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1607.83 9.76993e-05 12.9419 1 1 5363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2001.17 0.000151044 11.4121 1 1 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1925.94 0.00188035 15.9683 0.9557 0.9557 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1818.68 0.00088309 37.7315 0.4097 1 4120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1607.84 1.51068e-05 12.5203 0.2222 0.8184 5479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4808 1607.84 1.20062e-05 3.16804 8.447e-07 0.001 5529 LS failed, Hessian reset
4810 1607.84 3.66217e-06 2.41965 1 1 5531
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 2001.41 3.10124e-05 22.1804 1 1 2787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1926.13 0.00197492 64.2388 1 1 3321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1818.85 0.00958964 163.163 0.4001 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1926.68 0.000105945 60.8057 0.7139 0.7139 3429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2001.58 0.000152153 10.7483 1 1 2896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1819.02 0.00490176 35.0607 1 1 4339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2001.7 0.000553216 43.4055 1 1 3005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1926.77 0.000913879 43.9871 1 1 3533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3950 1819.18 7.58714e-06 29.3884 1.735e-07 0.001 4455 LS failed, Hessian reset
3999 1819.28 0.000198511 11.1673 1 1 4507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1927.05 0.000715719 75.9486 1 1 3639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2002.59 0.00034827 27.1991 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4048 1819.34 7.70228e-06 20.0845 1.303e-07 0.001 4607 LS failed, Hessian reset
3399 1927.11 0.000121702 25.6855 1 1 3757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1819.38 0.00267163 18.8587 1 1 4663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1806.73 0.00334562 543.118 0.7687 0.7687 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2002.83 0.000963635 71.5084 0.7085 0.7085 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1819.4 2.37635e-05 11.1486 1 1 4770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1927.26 0.00143122 36.2679 1 1 3870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1895.4 0.334637 5592.28 1 1 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2002.96 0.0294219 465.737 1 1 3331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1927.45 0.00603278 35.5556 1 1 3984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1819.43 9.87571e-05 8.39908 1 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1954.67 0.00966793 917.775 1 1 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2003.6 0.000961311 68.9806 1 1 3443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1819.47 0.00994165 146.165 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1927.48 0.00026325 4.55046 1 1 4094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1990.03 0.0152329 246.785 1 1 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2004.01 0.000516313 23.2604 1 1 3552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1819.62 0.000398858 9.80161 1 1 5112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1927.56 0.000899264 75.5416 1 1 4204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2004.26 0.000632802 17.7781 1 1 3663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1819.69 0.000494627 33.9565 0.5107 0.5107 5219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2021.31 0.00831817 403.879 1 1 579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1927.74 1.67459e-05 10.0253 1 1 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2004.35 0.00307326 194.159 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1819.78 0.0338979 64.3574 1 1 5329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1927.81 0.00124867 37.8118 0.9016 0.9016 4423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2037.7 0.000485537 198.167 1 1 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2004.47 0.00159865 126.268 0.6077 0.6077 3880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1819.94 0.000253817 67.7906 0.1596 0.1596 5448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2004.56 0.00354686 54.7772 1 1 3984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4826 1819.95 4.32531e-06 13.8418 2.873e-07 0.001 5527 LS failed, Hessian reset
699 2048.31 0.00169093 102.485 1 1 802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1927.85 0.00172966 26.6284 1 1 4533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1819.97 0.000712622 14.9882 1 1 5609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2049.78 0.0020498 59.739 1 1 909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2004.71 0.0164159 36.1454 1 1 4097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1927.89 0.00103458 16.1771 1 1 4643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4920 1819.97 3.98924e-06 12.9161 1.424e-07 0.001 5684 LS failed, Hessian reset
3799 2004.96 0.00134457 9.98565 1 1 4211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1927.97 0.000503724 168.343 0.5395 0.5395 4751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1819.99 1.36963e-05 11.9654 0.1426 0.1426 5774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5004 1819.99 3.21974e-06 5.86427 0.1552 1 5782
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 2059.99 0.00128896 208.696 1 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2005.04 0.00108371 50.3948 1 1 4319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1928.11 0.00309496 39.6098 1 1 4860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2066.03 0.00350061 144.002 1 1 1136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4411 1928.12 1.23737e-05 52.2317 2.22e-07 0.001 4921 LS failed, Hessian reset
3999 2005.11 0.000269676 20.0281 1 1 4430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2069.27 0.00261444 142.723 1 1 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1928.32 6.33805e-06 6.25594 1 1 5014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4053 2005.15 5.22807e-05 2.31715 0.8639 0.8639 4489
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 2071.92 0.00747665 304.597 0.5255 0.05255 1360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1928.35 0.000143805 26.4565 0.8707 0.8707 5123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2080.58 0.000472322 370.017 0.4406 0.4406 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1928.37 0.00106534 110.572 0.5223 1 5234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2086.15 0.000928802 148.703 1 1 1584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1928.39 0.000688158 80.5276 1 1 5352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4879 1928.4 6.46626e-05 2.4888 1 1 5442
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 2089.34 0.0112887 185.104 1 1 1698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1867.48 0.00865197 423.845 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2090.22 0.00204421 553.703 1 1 1808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1925.45 0.0169435 435.762 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2091.11 0.000952776 29.7175 1 1 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1993.82 0.157587 1064.67 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2091.78 7.45788e-05 58.4334 0.714 0.714 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2016.15 0.00337662 268.637 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2092.31 0.00478725 255.347 1 1 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2095.31 0.00761594 1235.47 1 1 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2032.52 0.00316403 980.342 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2052.56 0.000581075 166.727 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2099.5 0.0013707 128.364 0.7382 0.7382 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2065.96 0.00268234 190.32 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2101.06 0.0207714 523.003 1 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2078.38 0.00629542 66.8887 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2101.56 0.000214151 11.1459 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2102.25 0.00067979 38.0856 1 1 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2086.19 0.00771614 1058.07 0.3177 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2102.63 0.00657075 77.9621 4.333 0.4333 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2093.55 0.00270945 81.2921 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2107.3 0.00691273 102.214 0.2187 1 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1859.85 0.0124477 308.322 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2095.52 0.0104058 128.469 1 1 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2109.81 0.000287218 36.7879 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1971.81 0.0180609 1231.38 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2096.58 0.00468622 450.08 1 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2111.05 0.000218563 60.1562 0.889 0.889 3142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2098.59 0.0020142 105.901 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2042.82 0.0042309 1124.33 0.7214 0.7214 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2111.32 0.000517786 18.9804 1 1 3250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2074.29 0.0086657 485.356 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2113.92 0.0314352 242.69 1 1 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2117.23 0.000744351 156.601 0.5038 0.5038 1686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2118.85 0.0163862 259.099 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2111.48 0.000491967 15.6319 1 1 3360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2001.23 0.00562832 1015.15 0.4751 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2117.41 0.00225592 74.2515 1 1 1794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2138.59 0.00250147 188.365 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2111.71 0.00145233 117.488 1 1 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2109.56 0.00346031 542.59 0.2546 1 241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2111.79 2.88191e-05 12.5124 0.2761 0.2761 3587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2142.73 0.000524937 228.935 0.5598 0.5598 768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2118.39 0.0020865 332.845 0.2711 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2053.72 0.0286849 1681.09 0.2772 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2155.28 0.00438639 590.885 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2161.56 0.0235468 1556.22 1 1 881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2111.9 0.00207393 87.6357 1 1 3697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2118.63 0.00226896 121.509 1 1 2016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2149.61 0.12866 1377.19 0.2737 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2181.7 0.0226539 574.037 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2180.34 0.00451066 654.79 0.3422 0.3422 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2205.86 0.00718337 1389.67 0.1393 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2119.27 0.00153656 51.2907 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3380 2112.06 8.97377e-06 50.4313 1.36e-07 0.001 3834 LS failed, Hessian reset
299 2198.63 0.0155898 513.531 0.1938 1 328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2112.08 2.53334e-05 36.6702 1 1 3857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2195.96 0.0628226 1494.3 0.191 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2225.86 0.0107671 153.491 1 1 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2119.89 0.000724079 42.4223 1 1 2242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2112.19 0.000111897 62.6859 0.9373 0.9373 3971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2208.76 0.00247832 149.181 0.9302 0.9302 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2219.48 0.0054291 445.031 1 1 439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2231.96 0.00904743 971.72 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2112.25 8.00433e-05 2.69384 1 1 4082
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2120.33 0.0128074 150.345 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2233.25 0.00657633 614.613 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2247.51 0.00350563 143.596 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2213.62 0.0123582 820.49 1 1 1323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2112.27 0.00228311 49.1873 1 1 4196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2120.7 0.000662762 219.851 0.03001 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2257.51 0.00207592 99.3985 1 1 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2217.27 0.000551761 86.7297 1 1 1431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2251.35 0.00216747 394.838 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2112.42 1.15713e-05 15.1879 1 1 4303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2120.94 0.000469733 27.1486 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2219.87 0.000430085 87.2914 0.3681 0.3681 1546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2270.5 0.0137424 377.088 1 1 765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3870 2112.47 3.97797e-05 3.89099 0.9422 0.9422 4384
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 2266.9 0.0941959 351.065 0.9756 0.09756 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2121.02 8.91477e-05 11.4648 1 1 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2221 0.00188967 105.645 1 1 1657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2284.11 0.007504 465.211 0.6087 0.6087 872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2312.75 0.00353425 1204.26 0.614 0.614 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2121.1 8.6997e-05 22.0889 1 1 2796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2315.4 0.0111994 202.767 1 1 985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2223.12 0.000573145 129.325 0.5301 0.5301 1771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2121.23 0.000100976 82.4423 0.5467 0.5467 2908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2316.31 0.00281771 369.81 1 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2229.48 0.0179408 372.953 1 1 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2327.92 0.0137812 323.716 1 1 1100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2121.28 0.000734275 57.9666 1 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2320.96 0.00427435 251.669 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2232.8 0.00509638 124.675 1 1 1989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2340.7 0.000824972 297.243 1 1 1210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2246.86 0.072386 1470.04 0.2221 1 2098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2322.03 0.000586649 30.0886 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2121.35 0.00117639 42.2025 1 1 3128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2347.86 0.00188808 176.867 1 1 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2121.48 0.000846794 83.7889 0.5551 0.5551 3237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2324.05 0.000595748 112.524 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2251.65 0.00631615 226.955 1 1 2206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2354.24 0.00194716 110.782 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2325.59 0.00600434 833.095 0.399 1 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2121.97 0.00121556 23.3605 1 1 3347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2059.4 0.104058 3836.37 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2253.46 0.00459046 420.702 1 1 2317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2358.46 0.00295558 131.821 1 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2122.07 0.000457122 8.28062 1 1 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2328.78 0.000320441 83.4124 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2164.6 0.00199316 199.978 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2254.96 0.00415726 159.778 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2360.96 0.000297633 36.4842 1 1 1658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2122.12 0.000126776 14.6412 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2331.14 0.00116994 120.121 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2214.36 0.0314251 383.044 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2177.59 0.00601989 228.568 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2258.95 0.000844085 148.651 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2122.17 0.00010512 18.35 1 1 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2334.08 0.00129269 72.0247 0.6053 0.6053 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2361.76 0.00138409 134.067 0.7763 0.7763 1770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2259.39 0.000282928 60.3768 1 1 2648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2286.1 0.00901309 356.973 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2277.06 0.0542317 1827.38 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2122.2 0.000891538 36.1694 1 1 3803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2336.3 0.000588406 84.1391 1 1 2223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2364.57 0.000365753 69.2117 1 1 1877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2260.05 0.00308555 112.138 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2347.25 0.00437232 276.85 0.9214 0.9214 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2122.32 0.020709 111.104 1.359 0.1359 3918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2300.83 0.00468639 395.653 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2336.98 0.000294486 57.9032 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2261.42 0.000698607 116.694 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2365.13 0.000159069 55.0287 1 1 1983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2375.83 0.00518908 522.758 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2122.64 0.000549706 26.5966 1 1 4030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2337.76 0.00187735 109.541 1 1 2438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2309.22 0.0145632 558.342 1.589 0.1589 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2366.32 0.0112428 424.581 1 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2261.62 0.00110375 167.918 1 1 2988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2122.71 0.000228499 5.9371 1 1 4139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2418.3 0.0409029 113.445 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2707 2261.68 6.50843e-06 32.53 4.162e-07 0.001 3038 LS failed, Hessian reset
99 2244.63 0.0406432 1413.06 2.744 0.2744 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2338.46 0.00190633 32.9624 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2333.91 0.0329071 344.37 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2122.76 0.00567685 70.028 1 1 4252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2370.17 0.00108186 58.6573 1 1 2202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2444.46 0.0230078 371.33 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2261.83 0.000677256 109.892 0.737 0.737 3140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2327.05 0.00500975 267.413 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2122.87 0.00550518 33.4383 1.455 0.1455 4364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2339.46 0.00019289 21.8827 1 1 2656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2350.97 0.002469 546.699 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2371.88 0.000472435 96.6682 0.3461 1 2316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2347.36 0.00856814 477.115 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2451.48 0.0155998 1501.45 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2263.53 0.0484134 252.662 1 1 3244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2339.72 0.000550673 42.4563 1 1 2767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2123.05 0.000417186 20.3082 0.92 0.92 4478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2373.82 0.000694885 180.359 1 1 2427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2362.47 0.00122273 185.161 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2264.52 0.00360708 45.7014 1 1 3355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2459.66 0.00141863 206.229 0.919 0.919 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2123.13 0.00112752 68.1059 0.909 0.909 4595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2339.87 0.000163147 58.1844 1 1 2875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2418.87 0.00358609 423.334 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2381.75 0.00147251 351.946 0.2562 1 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2372.17 0.0343589 656.39 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2265.8 3.27987e-05 52.4096 0.3288 0.3288 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2434.15 0.00545178 432.753 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2340.08 0.0242347 217.084 1 1 2989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2123.16 0.000189305 24.7691 1 1 4707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2375.59 0.00150131 118.17 0.3709 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2471.82 0.00385245 309.592 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2384.41 0.000400392 127.93 0.9454 0.9454 2648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2266.15 0.000659412 43.3323 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2341.97 0.00798772 857.594 0.3906 0.3906 3100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2452.27 0.00383469 593.713 0.7859 0.7859 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2123.24 0.0009202 44.0539 1 1 4814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2478.61 0.00736204 424.196 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2385.62 0.00120397 196.439 0.4259 0.4259 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2380.87 0.00628891 272.265 1 1 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2266.42 0.00377144 86.9746 1 1 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2462.54 0.00290145 128.444 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2123.3 6.1119e-05 25.0427 0.586 0.586 4929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2342.4 0.00147104 95.5611 1 1 3209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4439 2123.31 0.000152626 4.41636 1 1 4975
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2385.91 0.000564527 31.0684 1 1 2866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2266.78 0.000648576 77.6846 1 1 3794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2481.5 0.00237651 412.229 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2393.51 0.00804868 185.166 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2342.62 0.000221834 27.2717 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2464.36 0.000247998 126.588 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2266.86 0.000410611 24.2598 1 1 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2386.77 0.000940291 117.043 1 1 2971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2486.94 0.0105802 135.304 1 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2404.94 0.00496576 730.687 0.2122 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2342.73 1.38329e-05 18.0304 0.4601 1 3433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2471.63 0.00280985 139.934 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2266.92 0.000146216 42.7255 0.7844 0.7844 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2387.78 0.0340131 113.275 1 1 3078
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2342.78 4.04829e-05 20.3646 0.7246 0.7246 3541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2507.72 0.00821406 685.826 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2266.96 0.00304684 195.557 1 1 4118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2407.13 0.00145427 318.174 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2474.98 0.00394308 226.337 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2388.33 4.32445e-05 40.3739 1 1 3191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2516.64 0.00616508 239.913 1 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2267.26 0.000205782 85.8215 1 1 4228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2342.81 0.000289539 114.641 0.4971 0.4971 3654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2410.77 0.00144908 56.1281 1 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2489.56 0.00294386 625.443 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2388.61 0.000112421 103.343 0.2172 0.2172 3300
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2267.51 0.000713573 40.0427 1 1 4343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2412.32 0.00058074 57.4358 1 1 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2520.43 0.00071652 87.9516 1 1 1659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2342.82 2.64049e-05 20.0234 0.1441 1 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2509.64 0.0148852 369.357 0.5354 0.5354 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2388.86 0.00111116 58.3289 1 1 3416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2267.68 0.00152842 73.2314 1 1 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2413.51 0.00210562 146.656 1 1 2011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2343.03 0.00634141 41.7992 0.8583 0.8583 3875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2522 0.00122583 82.2201 1 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2389.08 0.000125092 60.291 0.7252 0.7252 3532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2512.44 0.00352761 175.926 1 1 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2267.73 0.000192545 22.4518 1 1 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2414.66 0.000932806 151.343 0.3845 0.03845 2121
3599 2343.11 0.000173225 25.9952 0.4989 0.4989 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2524.58 0.014063 480.326 1 1 1878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2516.71 0.000111645 100.795 0.4948 0.4948 1545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2389.53 0.000746242 472.164 0.5339 0.5339 3644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2267.75 9.94997e-05 24.554 0.885 0.885 4682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2343.19 3.97545e-05 29.0957 0.2513 0.2513 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4204 2267.75 3.39185e-05 4.44216 1 1 4687
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 2416.89 0.00154803 51.8509 1 1 2230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2389.75 6.71067e-05 13.0527 1 1 3752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2343.2 1.60081e-05 4.84224 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2533.41 0.00634387 246.05 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2518.62 0.00283416 153.02 1 1 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2426.06 0.0231273 559.292 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2389.98 7.33915e-05 61.0716 0.1739 0.1739 3861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2343.23 0.000113462 10.3938 1 1 4323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2535.75 0.0108794 334.272 1 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2431.11 0.00375937 305.818 1 1 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2520.75 0.000894889 131.146 1 1 1761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2390.18 0.000597508 84.9483 0.6822 0.06822 3973
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2541.17 0.0135958 68.4307 1 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2343.27 0.000220738 12.808 1 1 4435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2435.08 0.00183487 92.3185 1 1 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2521.91 0.00564927 223.816 1 1 1871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2390.91 0.00478855 171.417 1 1 4087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2545.99 0.00420767 249.627 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2437.08 0.000413838 61.2115 1 1 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2343.31 0.00146797 25.1332 1 1 4546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2524.03 0.000848591 151.783 1 1 1986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2392.16 0.0819342 354.805 1 1 4201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2550.08 0.00110302 319.424 1 1 2443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2343.42 0.000331835 89.8391 0.9367 0.9367 4653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2438.57 0.0188416 107.18 1 1 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2524.69 0.000413263 28.8076 1 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2392.85 0.000244019 147.132 1 1 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2343.45 1.83296e-05 23.2552 1 1 4767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2551.98 0.0017455 209.195 0.4093 1 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2440.41 0.00409311 470.911 0.2728 0.9387 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2393.03 0.00145357 120.211 1 1 4424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2524.91 0.00186891 202.995 1 1 2197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2343.47 1.13381e-05 10.0463 1 1 4876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4400 2343.47 2.68719e-05 3.35681 1 1 4877
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2699 2441.48 0.000571154 125.576 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2552.91 0.000340939 48.648 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2393.19 0.000553216 88.854 1 1 4535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2527.11 0.0194176 220.611 1 1 2306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2442.87 0.000606846 53.6327 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2553.37 0.000322394 91.2135 1 1 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2393.22 5.73498e-05 8.6149 1 1 4643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2531.44 0.00654451 114.643 1 1 2418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2553.57 0.000649879 91.669 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2445.43 0.0159571 88.23 0.9618 0.09618 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2393.29 0.000687361 24.5103 1 1 4758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2554.36 0.00346297 85.8227 1 1 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2531.84 8.47119e-05 69.1551 1 1 2531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2447.74 0.000649965 97.0673 1 1 3331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2556.99 0.00673026 256.631 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2393.35 0.000229204 35.2399 1 1 4871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2449.35 0.000610915 270.072 1 1 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2535.6 0.011005 687.455 1 1 2646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2393.4 0.000322669 29.9316 1 1 4981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2450.56 0.000235931 35.9532 1 1 3551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2536.54 0.00213702 101.562 1 1 2753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2560.13 0.00167869 51.9317 1 1 3222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2393.47 7.71553e-05 41.0976 1 1 5096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2451.41 0.00172931 104.087 1 1 3662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2308.68 0.0542491 4332.33 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2537.05 0.000523174 75.4056 0.5333 0.5333 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2560.67 0.00313348 72.411 1 1 3330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2393.53 7.32554e-05 10.8304 1 1 5201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2407.83 0.00229359 997.083 0.333 0.333 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2452.3 0.000450989 81.6335 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2561 0.00018277 102.237 1 1 3447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2537.56 0.00196014 96.3781 1 1 2977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2393.55 0.000136223 11.963 1 1 5314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2459.36 0.0137429 945.035 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2452.61 0.00269861 55.6153 1 1 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2561.21 0.000589072 41.327 1 1 3556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2393.58 0.000198081 17.6191 1 1 5428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2538.45 0.000392954 109.678 0.5609 0.5609 3089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2452.91 0.00119379 100.235 1 1 3993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2529.52 0.000365645 439.873 0.3323 0.845 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2561.56 0.00693852 58.3073 1 1 3675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4974 2393.61 0.000238877 4.69426 1 1 5511
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 2538.89 0.00738101 225.917 1 1 3197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2453.15 4.56029e-05 13.0514 0.8182 0.8182 4105
499 2560.98 0.0123403 427.231 0.5431 0.5431 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2562.79 0.00220581 231.336 1 1 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2539.07 0.000706673 115.188 1 1 3301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2453.21 8.43907e-05 19.9682 1 1 4213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2563.42 0.0193944 281.113 1 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2584.23 0.0320996 463.098 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2539.32 0.00526339 117.838 1 1 3408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2453.42 0.00638741 673.984 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2564 0.00258208 66.2396 1 1 4012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2604.28 0.0025349 163.787 0.7362 0.7362 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2539.42 0.00185479 51.1152 1 1 3523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2565.05 0.000634419 86.0386 0.8401 0.8401 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2454.94 0.010218 459.397 0.4856 0.9196 4440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2617.49 0.0144823 1586.43 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2456.29 0.000562353 118.551 1 1 4547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2539.48 0.000566208 78.3298 1 1 3634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2565.36 0.00100053 25.0473 1 1 4234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2622.3 0.00058563 174.403 0.5531 0.5531 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2539.86 0.00268088 107.08 1.378 0.1378 3744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2456.92 0.000626027 190.38 0.4672 1 4665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2565.65 0.00203101 280.1 1 1 4342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2646.67 0.000883085 222.328 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2565.96 0.00887942 101.831 1 1 4449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2457.32 0.000535563 94.3869 0.7992 0.7992 4779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2539.95 0.000197138 16.0716 1 1 3850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2651.73 0.00191138 571.454 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2457.49 0.00121833 112.678 1 1 4890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2566.37 0.00134942 353.862 1 1 4561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2540.01 0.00202527 183.401 0.2805 1 3965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2675.28 0.0670117 818.573 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2324.05 0.0024265 449.411 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2457.62 0.000125555 29.9371 0.849 0.849 4995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2566.86 0.000111116 45.0446 0.3624 1 4670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2540.47 5.82145e-05 19.1068 1 1 4073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2400.31 0.00133808 379.574 0.3771 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2687.41 0.0202908 410.73 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2567.1 0.000167692 44.0051 1 1 4786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2432.42 0.00463334 84.1667 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2457.7 0.00259692 63.1988 1 1 5113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2699.11 0.0347098 550.219 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2540.84 0.00229265 86.9416 1 1 4184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2567.41 0.000456863 36.5332 1 1 4901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2540.97 0.000351989 52.3813 0.877 0.877 4297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2462.38 0.0123673 435.072 0.1114 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2457.75 0.000788071 35.2019 1 1 5223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2720.17 0.0164643 264.408 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2567.85 0.00526563 208.515 1 1 5010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2541.02 0.000284332 37.4281 1 1 4408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2458.05 0.000288678 39.6994 1 1 5334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2723.66 0.00457053 538.852 0.4473 0.4473 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2501.95 0.00874292 545.854 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2568.2 0.000825801 133.277 0.5079 0.5079 5129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2542.19 0.067871 354.72 1 1 4521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2458.45 0.00415437 84.6919 1 1 5445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2731.9 0.000378432 190.916 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2542.55 0.0178926 811.863 1 1 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2542.7 0.0004341 45.3034 1 1 4632
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2458.91 0.00131629 38.1068 0.8897 0.8897 5554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2568.29 0.000421152 43.469 1 1 5239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2568.46 8.17899e-05 28.4753 1 1 5355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2739.11 0.00111461 213.298 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2551.03 0.00923373 214.628 1.295 0.1295 799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2543.16 0.0119986 113.577 0.5938 0.5938 4750
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2459.09 0.00186519 78.048 1 1 5672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2568.53 8.65018e-05 12.4628 0.8159 0.8159 5470
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2742.12 0.0107447 176.415 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2459.54 0.00731877 59.9285 1 1 5782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2561.99 0.00456743 146.457 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2543.33 0.00465766 43.5581 1 1 4858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2568.65 6.59033e-05 17.1781 1 1 5591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2389.16 0.0119087 338.574 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2459.73 0.00354425 48.1748 1 1 5897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2543.48 0.00485901 31.7077 1 1 4966
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2743.44 0.00751298 470.733 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2566.57 0.00151416 830.357 0.2066 0.2066 1018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2460.07 0.00148992 67.6552 1 1 6005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2499.18 0.00638976 821.979 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2568.68 0.000103846 7.86324 1 1 5704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2543.57 0.000975728 57.2211 0.3836 0.3836 5079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2744.04 0.000211811 107.76 1 1 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2573.39 0.00360398 96.9826 0.9001 0.9001 1131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2460.39 0.000154111 65.6115 0.2967 0.2967 6118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2525.83 0.00764292 500.738 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2543.67 0.00252505 47.4938 0.3591 1 5197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2568.73 0.000507121 33.0887 0.7577 0.7577 5821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2744.7 0.002502 344.706 0.1877 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2582.76 0.0267492 447.265 1 1 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2568.43 0.00901841 925.241 0.06941 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2568.92 0.00330194 58.2291 0.3709 0.3709 5930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2543.7 5.257e-05 7.93645 0.4643 0.4643 5311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2460.55 0.000562235 17.3496 1 1 6236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4836 2543.7 6.81833e-05 3.9735 1 1 5352
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 2588.34 0.00346611 650.497 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2746.99 0.000443497 113.192 1 1 2564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2602.26 0.00628178 619.85 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2460.71 0.00220178 194.069 0.3352 1 6356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2569.04 0.000784066 45.5913 1 1 6046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2592.83 0.000658194 62.5795 1 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2747.44 0.00021853 32.4479 1 1 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2569.19 9.82348e-05 35.8074 1 1 6156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2621.03 0.00436369 317.442 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2460.84 5.13072e-05 19.4483 1 1 6468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2595.18 0.00137891 78.0196 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2569.27 0.000129724 100.187 0.8179 0.8179 6271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2748.09 0.00174732 558.073 1 1 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2450.76 0.00826244 656.236 0.8687 0.8687 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2634.63 0.0016064 276.273 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5898 2460.96 0.000117389 6.42418 1 1 6578
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 2595.83 0.00467538 202.362 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2569.35 0.000194546 25.3823 1 1 6386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2750.38 0.00641436 283.289 1 1 2903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2551.07 0.0663632 704.758 0.9922 0.9922 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2649.09 0.00373014 114.616 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2569.38 4.30984e-05 5.56633 1 1 6498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2596.33 0.00162313 49.7922 0.9586 0.9586 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2753.3 0.00193094 138.99 0.3642 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2606.56 0.00209786 290.691 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2657.32 0.0366317 1655.96 0.4333 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2754.97 0.00459981 269.012 1 1 3126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2597.49 0.00371562 391.989 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2569.4 0.000207353 8.23394 1 1 6617
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2671.98 0.00145427 148.718 1 1 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2633.66 0.0160052 437.436 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5940 2569.41 3.12322e-05 4.52094 1 1 6662
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 2597.87 4.00562e-05 19.7694 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2755.87 0.00012524 39.5281 1 1 3238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2673.86 0.000404989 61.0306 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2666.78 0.0933561 751.253 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2601.54 0.0422862 238.722 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2756.27 0.000159934 58.0768 1 1 3347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2677.19 0.00479116 327.678 4.132 0.4132 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2707.26 0.00831118 1392.33 0.3288 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2756.37 0.000684667 68.1316 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2603.8 0.0013957 118.31 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2719.97 0.00123677 153.906 0.8661 0.8661 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2688.84 0.0035296 199.125 1 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2756.53 0.000178441 31.9706 1 1 3567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2604.93 0.0140263 205.805 1 1 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2722.63 0.0072061 322.023 0.5066 1 912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2756.93 0.0113096 821.499 0.1434 1 3677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2702.98 0.00260918 732.706 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2605.58 0.00184133 89.767 0.9731 0.9731 2448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2705.97 0.00416566 204.059 1 1 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2605.81 0.00336666 33.9307 1 1 2556
3399 2757.36 0.00128392 59.5102 1 1 3793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2524.15 0.0162958 673.63 1 1 109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2727.52 0.00100982 410.473 0.3879 0.3879 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2706.56 0.000252924 112.458 0.4305 0.4305 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2757.76 0.00108179 22.9466 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2601.39 0.00263944 261.351 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2606 0.000859994 34.2089 0.6358 0.06358 2670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2732.42 0.127465 698.947 1 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2707.26 0.00114898 113.971 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2757.99 0.00499244 147.234 1 1 4012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2606.18 0.000867541 76.3958 0.09949 0.5648 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2633.3 0.00636503 265.476 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2751.24 0.0544071 1356.44 1 1 1247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2709.77 0.0207381 403.515 0.5841 0.5841 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2606.36 0.000550327 15.6748 1 1 2905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2758.16 0.000400146 44.47 1 1 4119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2648.24 0.00192191 174.077 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2771.92 0.00255165 154.125 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2712.99 0.0191615 85.5823 1 1 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2758.35 0.00022739 40.1115 0.9998 0.9998 4225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2606.45 0.000268476 18.3967 0.7355 0.7355 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2778.34 0.0110666 174.115 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2714.91 0.0041311 80.6157 1 1 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2758.48 4.49874e-05 12.7721 1 1 4333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2668.7 0.044734 1486.76 0.9137 0.9137 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2606.58 0.000570711 8.20622 0.9657 0.9657 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2779.85 0.00150989 132.857 0.223 1 1576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2758.53 0.000309353 38.1048 1 1 4448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2718.78 0.000308226 75.1009 1 1 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2692.19 0.430246 1277.27 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2606.77 0.00861837 220.664 1 1 3230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2759.12 0.00717981 409.153 1 1 4553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2923 2607.01 2.81698e-05 27.4308 1.233e-06 0.001 3307 LS failed, Hessian reset
699 2749.58 0.0845032 1190.36 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2781.87 0.00413841 206.443 1 1 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2720.34 0.000764563 283.55 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2760.23 0.00138022 136.466 0.4666 0.4666 4663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2607.24 0.000157263 24.9278 0.9725 0.9725 3388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2780.46 0.00364757 440.925 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2783.92 0.0101161 158.71 0.7474 0.07474 1799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2721.82 0.00667298 331.272 1 1 2570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2607.52 7.39267e-05 22.0555 1 1 3500
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2760.77 0.000435895 9.489 0.9277 0.9277 4776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2797.14 0.000246609 102.047 0.8615 0.8615 997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2722.77 0.00111978 53.1223 0.6818 0.6818 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2786.67 0.000266271 47.1775 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2607.67 0.000867883 77.1721 0.5428 0.5428 3614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2760.89 0.00110862 86.2312 1 1 4891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2787.58 0.00262656 107.92 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2722.95 0.000911023 116.017 0.5023 0.5023 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2760.91 8.52136e-05 20.8325 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2800.28 0.0179512 941.887 0.2787 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2607.82 0.00274734 74.3482 1 1 3718
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2723.11 0.00326145 17.739 1 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2760.96 0.000390998 27.3127 1 1 5113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3397 2607.87 7.56038e-05 4.46233 1 1 3826
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 2787.83 0.000273422 25.6719 1 1 2134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2807.08 0.0878529 1419.19 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2723.22 0.00107829 167.185 0.8899 0.8899 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2788 9.78129e-05 32.2525 0.5502 0.5502 2245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2761.05 6.91533e-05 8.95336 1 1 5227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4703 2761.05 9.18325e-05 6.92155 1 1 5232
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 2812.5 0.026646 556.917 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2723.74 0.00448155 38.6085 1 1 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2788.2 0.000457062 29.7894 1 1 2357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2825.64 0.000522312 197.09 1 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2724.28 0.0038099 148.059 0.3436 1 3241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2788.28 3.21558e-05 14.7611 1 1 2466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2724.56 0.00750636 108.724 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2829.14 0.000842785 48.6062 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2788.45 0.003964 159.234 0.4139 0.4139 2578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2724.85 0.00179287 37.9197 1 1 3464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2833.49 0.000984425 77.9493 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2789.39 0.00053771 57.0611 0.3729 0.3729 2702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2724.93 0.00566243 52.4339 1 1 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2789.62 0.00075172 25.7307 1 1 2817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2840.2 0.0192056 432.005 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2725.07 0.00295249 28.971 1 1 3685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2789.71 0.000876988 79.1521 1 1 2924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2866.62 0.00153094 91.9673 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2725.1 0.000107301 12.6916 0.8692 0.8692 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2789.78 0.000103391 41.8253 1 1 3036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2871.81 0.00299412 527.025 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2725.13 0.000376096 37.0218 1 1 3910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2590.75 0.00581971 291.741 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2874.09 0.00590665 224.411 1 1 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2789.93 0.00537834 36.1124 1 1 3149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2725.15 0.000258136 12.1531 1 1 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2668.04 0.0425908 269.193 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2875.73 0.000495123 309.145 0.3484 0.03484 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3672 2725.18 2.7799e-06 13.9743 2.546e-07 0.001 4153 LS failed, Hessian reset
2899 2790.41 0.00148526 129.505 1 1 3270
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2725.19 3.74859e-05 5.30769 1 1 4189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2655.25 0.00257825 568.552 0.1182 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2712.31 0.0775136 2144.03 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2790.44 2.46492e-05 15.0607 0.0663 1 3376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3755 2725.2 9.66874e-05 4.09529 1 1 4255
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 2877.42 0.000837197 222.539 0.1271 0.1271 2358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2773.19 0.00964159 425.395 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2742.53 0.00666699 589.084 0.3529 0.3529 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2790.52 0.000650824 27.174 1.476 0.1476 3494
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2878.76 0.000477937 374.758 0.1042 1 2470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2798.58 0.00719386 652.127 0.3702 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2763.62 0.0111246 202.788 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2880.85 0.00243705 64.0058 1 1 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2790.57 0.000107238 10.0085 0.5475 0.5475 3607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2762.63 0.00100623 331.283 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2784.58 0.00720115 884.073 0.1781 0.1781 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2855.94 0.0088858 494.922 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2882.5 0.0356804 288.593 1 1 2695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2790.59 0.000340545 26.484 0.4392 0.4392 3724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2931.95 0.0181176 453.705 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2803.76 0.00719447 699.722 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2870.21 0.0137917 375.916 0.7269 0.07269 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2883.12 0.000575688 32.497 1 1 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2961.45 0.00648172 167.433 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2816.65 0.00309153 245.747 0.3451 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3399 2790.65 0.000822892 25.8124 0.8523 0.8523 3837
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2910.88 0.000358815 79.4131 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2884.3 0.00944934 270.954 1 1 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2790.77 0.000107696 91.3685 0.01759 1 3951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2845.8 0.0141065 999.204 0.4257 0.4257 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3020.74 0.00396944 444.079 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2924.89 0.00727445 670.455 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2885.71 0.000973972 122.273 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2866.61 0.011839 218.149 1 1 1123 3599 2790.84 4.41641e-05 23.322 0.4161 0.4161 4064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3047.58 0.0123745 1050.28 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2937.54 0.0046079 211.154 1 1 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2886.25 0.000409505 44.8026 1 1 3135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2790.88 0.000212872 45.0586 0.4465 0.4465 4177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2873.03 0.00209742 156.783 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3059.65 0.0106175 302.621 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2886.64 0.000545111 31.2731 0.7822 0.7822 3244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2961.56 0.00494949 694.203 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2790.92 0.000155282 7.07039 1 1 4293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3071.82 0.00754767 275.84 0.7964 0.7964 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2886.83 0.00042352 22.5403 1 1 3355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3000.25 0.00473703 545.547 0.2237 0.2237 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2875.81 0.000512893 43.3998 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2790.93 2.09187e-05 15.6376 0.807 0.807 4411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3089.83 0.0278523 511.566 0.3505 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3012.13 0.0136913 1465.63 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2877.06 0.00231991 137.896 0.2422 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2886.95 0.00692907 140.639 1 1 3466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2791.04 0.0322693 306.819 0.4778 1 4523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3021.44 0.0077416 671.904 0.3629 1 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3102.24 0.111281 665.03 1.537 0.1537 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2879.23 0.00117093 150.41 1 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2887.16 0.000282954 48.7374 0.5231 1 3580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2791.62 0.030639 321.164 0.4641 1 4631
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2884.79 0.00385094 130.653 1 1 1693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3117.23 6.85321e-05 81.5743 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3028.27 0.00533006 626.675 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2792.42 0.00731735 99.7067 1 1 4738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2887.3 0.000171907 33.1332 1 1 3693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2893.25 0.00608517 119.524 1 1 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3032.44 0.0166728 782.319 1 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2887.58 0.0143817 156.752 1 1 3805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3131.78 0.0338965 112.771 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2792.9 0.0181493 27.3785 4.356 0.4356 4848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2894.77 0.000317008 86.9982 1 1 1921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3033.83 0.00588152 139.753 1 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2793.15 0.00793188 37.3231 1 1 4960
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3137.75 0.00816181 63.6907 1 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2887.95 0.000744063 22.9657 1 1 3917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2896.19 0.00629334 197.458 1 1 2030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2793.27 0.00677764 56.2798 0.9106 0.9106 5071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3034.81 0.00250071 238.103 1 1 1814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2888.1 0.00257609 53.3928 1 1 4030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3140.61 0.00424004 255.513 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2902.63 0.000573991 308.669 0.1434 0.806 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2810.94 0.044516 1313.32 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2793.61 0.00100393 30.313 0.6407 0.6407 5180
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2885.92 0.00311951 619.971 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3040.74 0.00824491 1152.83 1 1 1928
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2888.22 0.000650836 42.0324 0.4315 1 4136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2904.29 0.00124599 167.26 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3146.41 0.00111138 259.252 1 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2793.73 0.00138348 101.015 1 1 5285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2929.32 0.00433314 2072.14 0.5416 0.5416 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2888.26 0.000170853 51.1686 0.3325 1 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3048.64 0.00467357 140.393 1 1 2039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3003.87 0.017423 434.814 1 1 238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2904.81 7.33571e-05 13.7007 1 1 2368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3148.99 0.00137883 195.21 0.8024 0.8024 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3015.07 0.0123753 612.074 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2793.84 0.00584579 60.4531 1 1 5403
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3092.47 0.00687413 194.742 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2888.33 0.000219334 12.0317 1 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3050.89 0.0382717 314.953 1 1 2156
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2905.07 0.00215924 175.078 1 1 2482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3151.6 0.0146974 337.398 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2794.08 0.000175437 78.9095 0.7282 0.7282 5512
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3055.99 0.0131806 1006.22 0.8627 0.8627 448
399 3118.98 0.103396 4577.93 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2888.45 0.000275571 52.0228 1 1 4474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2794.38 0.0008587 68.5729 1 1 5626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3153.69 0.000515993 58.0934 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3052.13 0.00278458 458.114 1 1 2264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2905.27 0.00171444 40.389 1 1 2594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2890.42 0.0146025 64.105 1 1 4587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3139.87 0.0041226 1208.55 0.2006 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2794.6 0.00506863 238.044 1 1 5731
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3069.49 0.00168775 671.442 0.1349 0.1349 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3054.87 0.000350802 62.7023 1 1 2370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2905.39 0.000356279 41.0311 1 1 2707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3157.26 0.00581964 740.468 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3160.14 0.0131161 190.806 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2890.61 0.000142536 75.0678 0.3689 0.3689 4698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3159.93 0.000345897 150.613 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3056.32 0.00235455 139.525 0.5852 0.5852 2484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3084.27 0.00163668 228.318 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2794.7 0.000355318 21.9454 1 1 5843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2905.69 0.00251628 77.8785 1 1 2818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2890.69 0.000514133 20.5889 2.382 0.2382 4808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3161.13 7.51439e-05 75.2474 0.3258 1 2229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2794.76 0.00312268 52.1749 1 1 5950
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3092.42 0.00171114 249.84 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2906.06 0.00586274 180.859 1 1 2931
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3058.21 0.00374077 195.02 1 1 2599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3182.35 0.00483312 106.172 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2794.84 8.09562e-06 18.823 0.3349 0.3349 6058
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3171.74 3.91064e-05 55.4941 1 1 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2890.81 0.00639932 178.957 1 1 4918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2906.24 0.000472276 76.7246 0.6956 0.6956 3040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3060.91 0.0155917 57.693 1 1 2711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3107.3 0.0026713 1220.84 0.2716 0.2716 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3205.21 0.0184095 539.672 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2890.88 0.000339888 26.67 1 1 5023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3174.21 0.0120931 100.071 1 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3061.14 0.00507069 552.502 1 1 2822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3114.62 0.0038027 113.264 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2906.38 0.00779169 430.997 0.7592 0.7592 3155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5495 2794.9 6.28961e-05 77.5445 5.113e-06 0.001 6209 LS failed, Hessian reset
5499 2794.9 0.000169709 20.7104 1 1 6213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5506 2794.9 5.50122e-06 2.33163 1 1 6222
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4526 2890.91 1.99309e-05 85.0067 2.276e-07 0.001 5096 LS failed, Hessian reset
2599 3061.26 0.00823486 291.471 1 1 2933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3226.17 0.0077748 316.458 0.3603 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3176.44 0.00299517 89.4124 1 1 2569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2906.63 0.00130659 52.7731 1 1 3276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3135.34 0.0084636 214.76 1 1 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2890.93 0.000307865 22.4062 1 1 5178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3177.77 0.000244015 51.5234 1 1 2677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3061.35 0.000357076 55.5063 1 1 3043
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3240.45 0.00111528 325.683 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2906.72 0.000147167 13.2774 1 1 3387
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2808.87 0.000652021 533.994 0.6198 0.6198 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3145.66 0.000625043 303.55 1 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2891.03 0.000781891 23.4627 1 1 5295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3061.42 0.000434779 48.4727 0.86 0.86 3152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3179.71 0.022003 404.411 1 1 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3243.4 0.00576932 310.356 1 1 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4766 2891.04 4.38795e-05 2.92669 1 1 5369
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 2906.79 7.73904e-05 14.4193 1.562 0.1562 3497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3154.15 0.0486915 558.954 1 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2938.55 0.0080224 181.477 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3184.18 0.000308993 100.443 1 1 2892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3245.24 0.00068535 69.7962 1 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3061.74 0.00195995 42.9921 1 1 3262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2907.12 0.00231163 58.8979 1 1 3614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2977.19 0.0102271 373.38 0.8964 0.8964 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3161.81 0.00164391 1270.17 1 1 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3185.63 0.000138275 58.1055 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3245.94 0.000390913 42.6512 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3062.61 0.00159576 122.938 1 1 3375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2907.24 0.000582876 69.0993 1 1 3727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2996.39 0.0155323 376.353 0.7407 0.7407 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3167.74 0.000521018 132.012 1 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3252.85 0.0371872 344.604 1 1 1552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3062.91 7.75945e-05 18.2118 1 1 3487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3186.84 0.00332087 64.8213 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2907.35 0.000827215 15.5771 1 1 3844
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3425 2907.36 6.13273e-05 3.87888 1 1 3872
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
499 3079.37 0.00331087 213.735 0.9611 0.9611 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3063.04 0.00459545 277.369 0.4416 1 3595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3170.6 0.00297002 244.484 1 1 1686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3269.38 0.0506495 226.272 1 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3187.24 0.0003827 15.5771 1 1 3227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3097.05 0.0827582 2123.28 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3063.86 0.0606935 385.699 1 1 3700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3171.65 0.00809855 106.731 1 1 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3274.32 0.00275027 724.021 0.3487 0.3487 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3188.41 0.000930984 82.6221 0.2858 0.2858 3350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3145.39 0.0677816 617.552 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3174.92 0.0299935 1509.16 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3064.23 7.36108e-05 48.102 0.7653 0.7653 3810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3278.04 0.00276585 216.775 1 1 1881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3182.09 0.00193737 447.581 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3190.34 0.0120425 182.988 1 1 3465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3196.94 6.94188e-05 66.9549 0.8707 0.8707 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3064.41 0.0019631 232.519 0.6026 0.6026 3920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3280.89 0.000462283 71.0024 1 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3192.58 0.00278966 127.12 1 1 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3194.74 0.00637652 1662.5 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3064.53 0.00294311 199.091 1 1 4031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3198.33 0.000987095 91.3479 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3281.56 0.00783003 338.697 1 1 2100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3193.72 0.000463121 244.747 0.7396 0.7396 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3202.48 0.0026785 162.275 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3065.08 0.00380324 101.167 1 1 4141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3282.95 0.00195331 99.6085 1 1 2214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3200.85 9.19434e-05 38.4503 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3196.34 0.0007964 38.8046 0.5295 0.5295 3800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3212.13 0.00072902 73.8086 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3065.37 0.000742029 96.4604 1 1 4251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3201.44 0.000976825 317.483 1 1 2346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3284.06 0.00364105 218.605 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3197.17 0.00285501 285.46 1 1 3905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3227.55 0.00421765 457.1 1 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3065.57 0.00080163 37.0287 1 1 4366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3284.66 0.00022044 79.8108 1 1 2438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3198.29 0.00173909 131.794 1 1 4011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3202.81 0.00154633 211.558 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3262 0.00309508 210.388 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3065.69 0.000169806 9.43371 1 1 4476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3203.19 4.07568e-05 15.3765 1 1 2577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3285.32 0.00131227 119.088 1 1 2547 3699 3198.43 0.00139082 55.5125 1 1 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3065.78 0.000315106 35.6734 1 1 4593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3279.8 0.0254331 408.515 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3204.56 0.0633768 535.459 1 1 2694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3198.57 0.000279145 31.2631 0.3517 0.3517 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3287.48 0.00363789 81.6691 1 1 2656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3284.49 0.00077259 200.599 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3065.87 0.000386002 53.8461 0.3554 0.3554 4705
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3898 3198.61 1.02205e-05 4.92832 1 1 4353
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 3289.35 0.00440909 966.021 0.5692 0.05692 2766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3207.06 0.0111612 249.088 0.7372 0.7372 2798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4269 3065.88 0.000276403 4.57846 1 1 4786
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 3291.58 0.00176686 118.003 1 1 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3208.03 0.00171092 87.0456 1 1 2908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3294.56 0.00763845 73.873 1 1 2879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3293.23 0.00343167 288.322 1 1 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3208.39 0.000164674 36.0849 1 1 3019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3295.15 0.00106604 48.9129 1 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3296.77 0.00705978 354.712 1 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3295.47 0.00104089 37.055 1 1 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3208.62 0.00367838 174.409 0.7896 0.7896 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3297.91 0.000226551 151.925 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3295.53 0.00020701 16.9935 1 1 3223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3211.51 0.00393268 99.9804 1 1 3243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3301.66 0.0774257 1812.9 1 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3295.7 0.000294691 94.1943 1 1 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3212.12 0.00021833 12.7969 1 1 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3309.27 0.0123191 1222.14 1 1 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3295.85 0.00043123 38.2664 1 1 3441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3212.34 0.00112105 83.7367 0.4133 0.4133 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3322.01 0.0146139 435.773 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3296.03 0.0115406 169.819 1 1 3555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2666.62 0.00664459 310.619 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3212.9 0.000440523 22.8701 1 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3328.22 0.0230415 561.393 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3296.23 0.000529816 25.5855 0.3445 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2889.87 0.0304778 1926.99 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3213.23 6.63188e-05 36.5627 1 1 3672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3332 0.00802783 183.171 1 1 2654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3296.4 0.000682246 22.1588 1 1 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2947.55 0.0100712 891.879 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3213.41 0.000154262 80.6399 1 1 3788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3333.46 0.0279481 1124.77 0.3938 1 2762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3296.51 0.000440582 39.4184 1 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3213.64 0.00022956 182.053 0.9595 0.9595 3896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2975.86 0.0283796 594.108 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3334.42 0.000205442 140.109 1 1 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2606.88 0.0619095 547.215 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3297.1 0.00144398 122.769 0.7324 0.7324 4002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3214.02 0.00141321 45.1527 1 1 4000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3132.77 0.0408445 640.192 1.818 0.1818 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3335.48 0.00080647 60.5987 1 1 2987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3214.56 0.00211325 71.8068 0.606 0.606 4106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2869.5 0.0442188 293.979 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3297.24 0.000277077 39.9157 1 1 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3335.92 0.000235616 38.49 1 1 3092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3177.62 0.00572711 502.246 2.6 0.26 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3215.35 0.00417076 149.964 1 1 4217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3297.37 0.00064359 41.6424 0.2412 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3195.1 0.019584 1989.82 0.2645 0.2645 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3049.84 0.00462263 797.544 0.2543 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2677.46 0.00296207 213.121 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3336.16 0.000497385 118.693 1 1 3205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3216.05 0.0011599 63.0005 1 1 4326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3105.62 0.0589136 638.058 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2797.67 0.0809487 2097.2 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3297.42 0.000409182 20.8335 1 1 4346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3217.6 0.012994 944.218 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3336.38 0.000153785 43.132 0.4586 0.4586 3313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3216.38 0.00181873 39.0911 1 1 4445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3297.46 7.2147e-05 23.8901 1 1 4457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3001.52 0.0654035 796.644 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3236.63 0.00273078 403.685 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3229.37 0.000232696 471.296 0.01328 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3336.62 0.00289388 308.147 1 1 3423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3216.6 0.00011462 29.8042 1 1 4558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3105.36 0.00586624 145.276 0.5285 0.5285 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3297.51 9.20634e-05 18.2285 1 1 4569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3250.01 0.0433615 261.089 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3338.15 0.000396852 60.0318 1 1 3535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3216.96 0.00827325 275.439 1 1 4669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4128 3297.52 3.24947e-05 4.66038 0.7529 0.7529 4602
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3240.93 0.0378614 1635.8 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3290.03 0.0630706 379.351 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3340.2 0.00135765 106.16 1 1 3646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3135.69 0.000768299 151.052 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3258.93 0.0224026 774.115 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3217.12 3.58867e-05 13.6677 1 1 4777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3306.8 0.00159482 173.974 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3167.35 0.0147688 583.793 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3317.19 0.198693 3381.95 1 1 1346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3217.23 0.000108776 22.1024 1 1 4885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3340.55 0.0188619 258.91 1 1 3756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3217.32 0.000643835 43.2671 0.6726 0.6726 4991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3321.52 0.026088 589.859 0.3588 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3349.33 0.00622419 868.841 1 1 1460
3499 3341.82 0.00362427 224.097 0.4057 1 3865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3177.39 0.00407711 250.964 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3217.41 0.00117353 35.0458 1 1 5100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3342.12 0.00224566 203.3 1 1 3973
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3352.24 0.00584723 115.914 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3359.34 0.00119175 240.263 1 1 1576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3214.71 0.0281117 1455.15 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3218.34 0.000924752 80.5953 1 1 5210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3342.54 0.00353291 104.008 1 1 4081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3246.28 0.00950162 293.166 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3366.35 0.00426793 235.176 1 1 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3370.09 0.0348915 569.554 1 1 1687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3219.3 0.0125744 84.3641 1 1 5320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3343.07 0.00011179 20.3186 0.9021 0.9021 4190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3373.45 0.0354899 776.454 1 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3264.07 0.00307675 113.502 1 1 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3377.72 0.0147869 283.891 1 1 1799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3219.84 0.000854217 68.4662 1 1 5427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3343.49 0.00563979 84.0027 1 1 4301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2748.56 0.0422767 1283.69 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2784.84 0.014958 642.534 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3220.09 0.000716154 95.309 0.9489 0.9489 5542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3278.12 0.02027 206.197 1 1 1244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3385.3 0.000706405 158.022 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3382.97 0.00283742 329.523 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3343.81 0.000575218 86.8491 1 1 4408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2869.54 0.0265059 1304.26 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2858.04 0.00214707 402.039 0.2529 0.2529 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3394 0.00444657 213.193 1.504 0.1504 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3289.39 0.00810454 281.004 1 1 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3220.29 0.0010128 214.287 1 1 5655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4082 3343.89 2.44499e-05 4.97257 1 1 4500
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 3387.06 0.0212611 733.722 1 1 2033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3070.97 0.000641331 411.546 0.409 0.409 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3002.87 0.0197975 1301.98 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3220.63 0.000456562 150.015 0.07756 1 5765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3402.29 0.00706134 187.374 0.2952 1 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3311.32 0.0133402 156.581 0.4817 0.4817 1476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3392.76 0.00353622 90.9351 1 1 2143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3102.72 0.00647594 665.439 0.3767 0.3767 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3220.99 0.000823987 47.1651 1 1 5874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3404.2 0.00177934 239.726 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3059.82 0.0597209 2057.52 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3334.7 0.00417021 523.649 0.2977 0.2977 1588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3394.79 0.000726203 108.457 1 1 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3202.81 0.00334061 907.882 0.6129 0.6129 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3221.08 5.69964e-05 8.69938 0.9706 0.9706 5983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5418 3221.09 7.68172e-05 6.14547 0.7089 0.7089 6004
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 3410.28 0.0107592 565.751 0.1404 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3343.74 0.00118275 153.147 1 1 1698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3223.87 0.0329073 1437.13 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3397.56 0.000200705 109.217 0.2768 0.8506 2371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3248.27 0.0157739 1156.54 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3413.55 0.00125442 56.9131 1 1 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3311.07 0.00281618 122.47 0.6091 0.6091 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3350.81 0.000607003 149.444 0.8193 0.8193 1806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3400.61 0.000855998 126.99 0.9327 0.9327 2483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3269.81 0.0134056 1104.67 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3415.61 0.00411281 253.561 1 1 2128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3353.82 0.00106345 228.086 1 1 1915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3402.71 0.0036596 136.314 1 1 2595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3347.79 0.129936 349.344 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3301.47 0.0362507 1448.71 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3418.17 0.0207824 419.71 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3356.95 0.0260952 314.924 1 1 2022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3403.52 0.0029674 216.128 1 1 2704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3399.13 0.00790579 895.633 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3324.51 0.00578093 441.375 1 1 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3358.5 0.00363662 256.017 1 1 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3426.9 0.00639572 313.882 0.6376 0.6376 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3412.56 0.0647355 1822.62 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3404.03 0.0038744 302.656 1 1 2816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3373.55 0.242702 433.029 1 1 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3432.71 0.0101201 359.198 1 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3359.69 0.000236991 138.442 0.5684 0.5684 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3404.84 0.00428485 331.359 1 1 2929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3425.77 0.017103 525.28 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3446.21 0.0144526 736.211 0.6516 0.6516 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3439.68 0.00783575 242.82 0.8975 0.08975 2579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3405.39 0.000865394 51.4059 1 1 3044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3364.04 0.0430732 318.427 1 1 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3441.63 0.000226967 289.049 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3503.29 0.153466 3340.83 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3442.91 0.0303087 406.412 1 1 2687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3366.93 0.00985469 55.0543 1 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3405.95 0.00147063 89.7604 0.9048 0.9048 3155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3467.43 0.00386786 289.786 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3558.17 0.00653811 958.93 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3444.54 0.001506 157.65 0.5052 1 2799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3368.79 0.00574613 324.589 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3406.41 0.00639417 117.587 1 1 3269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3446.12 0.005186 332.119 0.2184 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3474.91 0.00255811 950.566 0.481 0.481 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3570.05 0.00152771 699.093 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3406.84 7.09389e-05 32.9437 0.8692 0.8692 3378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3372.27 0.0201322 282.784 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3490.23 0.000293767 90.9109 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3447.59 0.00152857 91.2377 1 1 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3590.23 0.0024193 800.637 0.1723 0.1723 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3406.99 0.000220978 82.6409 0.5568 0.5568 3485
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3373.9 0.0238105 279.489 1 1 2798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3449.09 0.00643444 177.133 1 1 3136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3498.35 0.001888 305.358 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3595.56 0.00818108 257.697 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3407.18 0.00713837 167.053 1 1 3595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3374.75 0.000538327 32.9889 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3602.31 0.00449521 108.426 1 1 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3511.69 0.00167724 740.636 1 1 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3451.05 0.000104978 60.3575 1 1 3242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3408.05 0.000812072 78.396 1 1 3711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3375.51 0.000135665 22.9172 1 1 3023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2832.57 0.0104749 475.038 0.9717 0.9717 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3519.95 0.0010554 111.32 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3452.4 0.00130037 75.835 1 1 3357
3399 3408.27 0.000662168 110.479 1 1 3822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3603.49 0.00399645 118.593 2.652 0.2652 1895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3375.81 0.000505975 14.4932 1 1 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2954.42 0.0579787 2560.38 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3523.07 0.0238417 2694.21 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3408.51 0.000176913 19.7521 1 1 3936
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3453.29 0.00017349 178.135 0.2181 0.2181 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3605.24 0.000704982 126.536 0.8355 0.8355 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3087.8 0.152598 2159.98 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3376.05 0.013483 212.997 1 1 3245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3542.73 0.00724181 306.626 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3609.95 0.00135177 115.874 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3453.9 0.00147279 161.304 1 1 3579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3408.69 0.000654373 56.0133 1 1 4047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3233.58 0.0391248 754.118 0.9983 0.9983 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3376.28 0.000631543 132.028 0.7116 0.7116 3361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3563.88 0.00270337 760.186 1 1 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3454.67 0.000670935 55.0462 1 1 3691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3615.38 0.0419575 358.926 1 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3408.82 0.000643621 44.8155 1 1 4162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3295.79 0.00816264 309.843 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3376.51 0.00392523 261.707 0.2484 1 3473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3454.99 0.000113017 36.3011 1 1 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3603.59 0.00116077 143.864 1 1 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3316.91 0.00186074 194.97 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3408.87 3.1287e-05 23.3853 1 1 4272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3623.72 0.0217673 626.505 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3376.72 0.0012421 112.443 1 1 3585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3455.24 0.000189309 48.0124 1 1 3907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3607.95 0.000137792 83.747 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3409.04 0.0015231 36.9522 1 1 4383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3376.87 0.000526172 358.571 0.5921 0.5921 3695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3626.13 0.0255807 120.221 1 1 2451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3337.01 0.0197719 450.63 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3455.45 0.000682434 40.6267 1 1 4025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3609.27 0.000103948 82.7343 1 1 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3409.68 0.0143402 91.7184 1 1 4496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3629.6 0.0220361 234.532 1 1 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3399 3377.12 0.00274896 126.644 1 1 3805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3406.14 0.0239307 573.211 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3455.84 0.000409344 48.5232 1 1 4138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3611.61 0.00810424 313.231 1 1 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3410.76 0.00405611 94.6445 1 1 4608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2877.62 0.0573714 809.381 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3637.17 0.00965906 471.217 1 1 2669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3377.26 6.78848e-06 11.9484 1 1 3914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3420.37 0.00197303 186.215 0.3255 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3456.72 0.000258916 165.007 0.6275 0.6275 4250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3411.31 0.00147706 44.4099 1 1 4719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3612.61 0.000452478 34.5614 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2951.49 0.0148259 400.941 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3638.97 0.000451563 584.41 0.5617 0.5617 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3377.38 0.00155071 239.499 1 1 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3439.45 0.0131815 232.397 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3411.46 0.000235103 24.0975 1 1 4830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3456.92 3.51372e-05 60.9455 0.0751 1 4361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3613.18 0.00366507 148.119 1 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3377.49 0.00305314 18.1617 1 1 4135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3640.6 0.000924068 90.3496 0.9953 0.9953 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3075.68 0.0144183 333.415 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3411.83 0.00328525 204.392 0.4814 0.4814 4934
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3457.02 0.000287091 22.6469 1 1 4469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3498.68 0.01193 866.562 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2927.08 0.00958809 185.59 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3614.99 0.000272223 38.7342 0.8018 0.8018 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3377.58 0.000380955 43.1099 0.109 1 4245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3641.56 0.00223504 125.938 1 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3411.86 0.000724756 15.8399 1 1 5046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3525.3 0.000661077 339.521 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3222.16 0.0479847 627.833 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3457.15 0.00154581 92.5486 1 1 4573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3022.02 0.147423 1538 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4534 3411.87 2.58293e-05 4.44755 0.3065 0.8606 5089
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 3616.71 0.000650724 207.499 0.7993 0.7993 3243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3642.5 0.000713998 155.785 1 1 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3377.62 0.000157186 41.8418 1 1 4360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3540.64 0.000324592 435.869 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3457.43 0.000232059 70.4323 1 1 4677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3250.61 0.00711305 533.892 0.5555 0.05555 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3236.79 0.0154367 232.474 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3626.82 0.105023 468.679 1 1 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3457.57 0.00393344 111.251 1 1 4788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3643.52 4.28722e-05 27.328 1 1 3206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3377.83 0.00061454 67.5108 1 1 4478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3274.8 0.0127872 1178.47 0.9723 0.9723 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3564.73 0.0509499 418.204 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3632.53 0.0266265 287.19 0.9187 0.09187 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3296.3 0.00233713 334.961 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4078 3377.9 3.37179e-05 6.52209 0.2702 1 4569
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 3643.74 0.000361854 48.4778 1 1 3320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3457.66 2.48202e-05 11.9842 1 1 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3285.57 0.00133205 349.195 0.4249 0.4249 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3340.03 0.0749299 635.349 0.2914 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3571.74 0.0192676 600.646 1 1 1650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3635.75 0.000801337 101.556 1 1 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3457.74 0.000127356 14.8517 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3644 0.000724725 48.2217 0.8251 0.8251 3433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3322.28 0.0133046 106.972 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3637.57 0.00149036 65.2786 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3397.32 0.00216794 262.059 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3578.14 0.00562852 722.18 0.2923 0.2923 1764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3457.84 0.002015 88.565 1 1 5114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3646.92 0.0137881 584.048 1 1 3544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3338.66 0.00151395 217.423 0.6215 0.6215 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3411.85 5.83894e-05 51.6934 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3637.98 8.59042e-05 21.9359 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3579.65 0.00789058 258.721 1 1 1870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3648.66 0.00109643 59.701 1 1 3653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3457.99 4.35316e-05 28.6176 1 1 5227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3403.88 0.101119 917.09 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3638.28 0.00268337 96.1488 1 1 3905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3581.31 0.00047746 154.865 1 1 1982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3424.64 0.0479086 550.997 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3458.07 3.86609e-05 12.4113 1 1 5336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3648.95 0.000102443 36.5434 0.7692 0.7692 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3440.18 0.0036697 1747.11 0.6975 0.6975 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3638.56 0.000590095 38.1253 1 1 4013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3459.51 0.00132654 340.555 0.8263 0.8263 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3458.41 0.0201374 455.145 1 1 5450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3585.64 0.0928461 1850.77 1 1 2090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3649.45 0.000138609 19.0857 2.162 0.2162 3879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3459.25 0.00389973 247.32 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3638.66 0.000687422 52.9246 0.7438 0.7438 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3459.07 0.000211562 150.199 0.2317 1 5556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3594.06 0.00827142 165.601 1 1 2198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3484.15 0.0459752 1743.26 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3651.86 0.00478914 240.942 1 1 3985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3464.55 0.00482954 906.215 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3638.86 0.00116458 45.8493 1 1 4233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3459.28 0.000237506 42.4668 1 1 5667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3596.33 0.000456925 124.732 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3506.7 0.013583 1211.15 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3652.78 0.000586768 113.195 1 1 4097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3466.6 0.00210568 119.9 1 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3639.02 0.00162168 80.8779 1 1 4341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3459.33 0.000687222 57.9464 1 1 5779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3598.56 0.000665667 49.9621 1 1 2420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3654.33 0.00352491 383.5 1 1 4208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3531.58 0.0698393 2244.72 0.3787 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3473.51 0.000227321 71.8886 1 1 1695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3639.43 0.00122183 59.8608 0.9327 0.9327 4455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3459.39 5.98718e-05 43.0161 1 1 5892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3599.27 0.00454026 110.649 1 1 2530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3655.86 0.00147725 44.186 0.9318 0.9318 4319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3476.28 0.000922244 43.2982 1 1 1803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3553.62 0.000814155 238.68 0.3714 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3639.97 0.00111386 203.736 0.5062 1 4563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3459.42 8.4699e-05 15.2814 1 1 6005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3600.41 0.00145598 726.335 0.2105 1 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3656.26 0.0136533 814.32 1 1 4432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3640.12 0.000426629 96.5065 0.3059 1 4668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3478.33 0.0227061 228.702 1 1 1913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3461.01 0.0137306 365.89 0.1084 1 6122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3556.49 0.00459358 206.264 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3605.75 0.00815693 80.5652 1 1 2754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3657.13 0.00366378 68.0967 1 1 4543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3640.17 0.000125961 67.9241 0.7764 0.7764 4790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3492.29 0.162379 506.757 1 1 2021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3567.19 0.00378377 200.279 1 1 1665
5599 3463.54 0.00177121 286.672 1 1 6234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3607.06 0.0124111 216.078 1 1 2869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3657.35 9.84407e-05 30.7142 1 1 4654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3464.02 0.00169143 83.1613 0.4902 1 6347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3523.44 0.00319254 621.404 0.4143 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3572.04 0.0059191 189.085 0.9536 0.9536 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3640.28 0.000499396 142.919 0.6598 0.6598 4902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3608.09 0.0034961 289.972 0.2562 1 2983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3657.41 0.000276087 82.7265 0.6672 0.6672 4762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3532.56 0.0163091 189.144 1 1 2244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3464.11 0.000333444 62.6392 1 1 6455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3578.14 0.00161764 89.1454 0.2755 0.9031 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3640.34 0.000111767 11.7057 1 1 5011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3609.91 0.000979353 149.892 1 1 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3657.63 0.00215132 29.9736 1 1 4871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3464.29 5.38751e-05 13.8016 1 1 6566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3579.6 0.00501561 538.398 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5955 3464.31 1.94811e-05 7.29657 1 1 6629
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 3610.45 0.00737815 117.279 1 1 3209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3533.62 0.000536873 230.577 1 1 2357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 4599 3640.37 6.86967e-05 37.8233 1 1 5124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3657.76 0.00287342 113.921 1 1 4983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3582.13 0.0025915 145.476 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3611.63 0.000643024 192.156 1 1 3325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3640.46 0.000661861 61.8925 1 1 5239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3535.13 0.000660792 104.891 1 1 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3657.83 0.000336281 111.738 0.4111 1 5088
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3640.57 6.5186e-05 42.9177 1 1 5350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3612.01 0.00153604 74.422 1 1 3437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3535.81 0.000951824 54.3198 1 1 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3658.26 0.00872788 57.3941 1 1 5200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3586.41 0.0189051 221.673 1 1 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3640.66 0.000504664 21.6229 1 1 5463 2399 3537.51 0.00044142 196.332 1 1 2690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3613.07 0.00200271 28.2016 1 1 3550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3658.81 0.00262094 486.5 0.1169 1 5309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4931 3640.67 3.28301e-05 2.87077 0.6925 0.6925 5501
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 3593.86 0.00125659 68.6235 0.7141 0.7141 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3659.08 0.00184577 183.528 1 1 5421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3538.17 0.000571192 105.382 1 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3613.42 0.000293707 59.7571 1 1 3657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2981.03 0.0140869 929.42 0.2937 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3596.56 0.00201397 537.778 0.3734 0.3734 2443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3659.34 0.000508214 12.3608 1 1 5528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3538.69 0.00425276 146.297 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3613.56 0.000639317 53.2754 1 1 3774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3108.03 0.00624552 361.521 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3599.26 0.000930001 73.6929 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3539.04 0.00261582 366.35 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3659.52 0.00153551 307.935 1 1 5638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3249.03 0.011393 929.99 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3613.72 0.000269188 9.33964 0.8808 0.8808 3881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3600.76 0.000304143 89.9743 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3659.62 0.000198662 26.2944 1 1 5748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3032.25 0.0237059 1006.62 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3539.56 0.00594807 281.842 1 1 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3614.36 0.0010912 29.8204 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3355.95 0.115286 1245.83 1 1 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3602.73 0.011551 125.115 1 1 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3659.7 0.000259263 44.6737 1 1 5865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3229.96 0.0141371 282.219 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3615.59 0.000390229 175.982 1 1 4104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3539.79 0.00108331 44.8395 1 1 3242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3414.17 0.0245388 156.313 1 1 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3605.84 0.000583658 49.4451 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5379 3659.78 2.07347e-05 6.18779 0.9334 0.9334 5951
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 3540.07 0.00128803 45.3116 1 1 3355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3616 0.000238616 131.921 0.1831 0.1831 4210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3307.1 0.0132088 920.337 0.675 0.675 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3439.5 0.00257892 361.2 0.4871 0.4871 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3606.63 0.000282262 135.006 0.4425 0.4425 3005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3616.53 8.67802e-05 23.0589 1 1 4316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3540.35 0.00103267 43.8939 1 1 3464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3366.5 0.000902921 722.052 0.8124 0.8124 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3468.81 0.00163111 203.059 0.5118 0.5118 801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3608.32 0.00479264 160.059 1 1 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3617.02 0.00345114 41.8215 1 1 4429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3384.65 0.00150818 221.006 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3540.97 0.0135933 121.478 1 1 3581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3488.39 0.00342818 374.583 1 1 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3609.75 0.00110249 420.526 1 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4081 3617.11 3.41596e-05 4.02415 1 1 4518
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3299 3541.13 0.000240509 11.133 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3470.02 0.0073919 311.342 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3518.48 0.0269676 828.677 0.3101 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3613.19 0.000901353 39.6293 1 1 3341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3541.25 0.000482605 49.1338 1 1 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3542.56 0.0268421 4014.28 1 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3506.12 0.0122845 570.153 0.4194 0.4194 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3541.43 0.00665703 179.838 1 1 3903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3614.75 0.00027641 57.6166 1 1 3456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3591.41 0.0025248 268.533 0.3096 0.3096 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3526.79 0.0007836 88.3274 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3615.44 0.000134014 29.3044 0.8079 0.8079 3561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3542.71 0.000188221 176.863 0.0683 1 4011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3610.86 0.00206489 553.22 0.1984 1 1366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3531.83 0.00238001 164.593 0.9643 0.9643 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3616.38 0.000821094 212.151 0.9559 0.9559 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3543.88 0.00258571 125.427 0.5712 0.5712 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3618.44 0.00175221 294.106 1 1 1481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3541.45 0.016799 375.47 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3617.08 0.000109294 18.638 0.6824 0.6824 3783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3544.51 0.000311241 58.9523 1 1 4236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3622.51 0.00100809 241.552 1 1 1587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3557.35 0.00208182 427.519 0.6894 0.6894 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3544.59 0.000183878 51.0027 0.1346 1 4356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3617.66 0.00996551 240.527 1 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3635.52 0.0396468 725.798 0.457 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3571.36 0.00336868 144.071 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3619.01 0.00825004 254.806 1 1 4004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3544.63 4.07351e-05 13.833 1 1 4473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3639.02 0.00360195 276.815 1 1 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3581.34 0.0270309 715.672 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3544.65 8.77006e-05 5.51336 0.9074 0.9074 4586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3619.61 0.000394857 52.9344 1 1 4115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3642.24 0.000969621 186.147 1 1 1918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3593.38 0.00771754 273.997 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3620.06 0.00102787 85.757 1 1 4222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3544.76 0.00420365 140.881 0.6889 0.6889 4696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3137.38 0.0676847 533.629 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3646.34 0.0276015 888.586 1 1 2028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3620.76 0.000100987 138.343 0.2366 0.2366 4337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3596.25 0.00383087 214.49 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3544.96 0.00289843 15.3273 1 1 4806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3310.34 0.0550575 556.356 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3598.4 0.00420261 162.269 1 1 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3622.57 0.0444187 172.468 1 1 4448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3545.03 0.000636741 61.5035 1 1 4910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3654.88 0.00988181 428.615 0.1381 1 2138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4445 3545.04 4.09685e-05 4.02385 0.8459 0.8459 4960
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 3394.65 0.00623533 219.004 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3340.01 0.00148882 566.466 0.3276 0.3276 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3623.76 0.0169837 809.991 0.7797 0.7797 4559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3667.11 0.029024 594.623 0.8648 0.8648 2255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3626.54 0.0300844 465.326 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3513.46 0.025541 126.482 1.319 0.1319 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3626.81 0.00167414 104.017 1 1 4666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3467.01 0.112794 2375.24 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3674.7 0.00111655 176.446 1 1 2365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3646.15 0.00217214 160.362 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3536.52 0.0839166 988.121 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3617.11 0.0140399 650.42 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3660.27 0.00132385 308.637 0.9651 0.9651 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3627.93 0.000551279 55.3803 1 1 4776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3677.61 0.00320117 646.067 0.2127 0.2127 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3569.68 0.0364932 649.103 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3628.7 0.0005294 50.4506 1 1 4884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3666.52 0.00289631 238.199 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3678.77 0.00367431 215.127 0.503 1 2590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3687.33 0.005903 101.012 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3629.76 0.000616343 19.2012 1 1 4993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3605.75 0.0289704 392.068 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3671.22 0.0147621 58.4692 1.185 0.1185 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3679.32 0.00388453 104.988 0.435 1 2704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3742.28 0.0141208 853.675 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3636.06 0.0143884 225.428 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3682.74 0.00942648 351.827 0.8774 0.8774 2821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3672.03 0.000729969 62.4238 1 1 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3815.74 0.0290139 856.257 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3629.78 0.000164461 5.72692 1 1 5103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4613 3629.78 2.71677e-05 3.77835 1 1 5118
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 3364.73 0.0173446 905.793 1 1 127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3661.16 0.151555 4155.44 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3672.96 0.00391145 193.285 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3690.87 0.112273 587.635 10 1 2940
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3848.85 0.0551196 826.442 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3533.78 0.00123043 310.043 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3677.2 0.00217736 241.332 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3693.96 0.000447776 60.3533 1 1 3050
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3674.98 0.0159674 439.145 0.5357 0.5357 2676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3742.41 0.00632906 1771.28 0.1384 0.1384 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3909.24 0.10644 1231.21 1.481 0.1481 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3685.91 0.00277313 444.226 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3676.9 0.00108612 62.3671 1 1 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3694.92 0.00236753 115.429 1 1 3162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3785 0.010287 301.328 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3939.42 0.0560435 642.61 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3677.38 0.000514254 40.4327 1 1 2894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3690.9 0.0027495 334.892 1 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3695.94 0.000930869 192.17 0.3807 0.3807 3277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3385.05 0.0935591 4010.57 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3843.86 0.00189997 328.117 0.7939 0.7939 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3955.89 0.00466598 303.149 1 1 1137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3696.29 0.0276852 79.6751 1 1 3388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3678.24 0.00045942 42.9738 1 1 3006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3700.81 0.0273832 234.726 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3576.87 0.011979 999.057 0.9807 0.9807 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3869.53 0.00632866 960.143 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3964.06 0.00673771 421.474 1 1 1244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3696.54 0.000243931 72.224 0.4918 1 3499 2799 3681.35 0.00122353 203.208 0.6691 0.6691 3119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3706.84 0.00511789 362.757 1 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3813.14 0.0117628 496.803 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3880.83 0.00115729 534.171 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3968.42 0.00497306 514.471 3.345 0.3345 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3681.87 0.00540565 155.993 1 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3696.66 0.00116716 74.2293 1 1 3616
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3715.7 0.0193444 445.029 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3904.19 0.00476141 728.042 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3240 3696.69 0.000103922 4.24652 1 1 3667
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
799 3944.99 0.0965211 864.667 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3682.44 0.000420834 106.863 0.7157 0.7157 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3983.4 0.00668052 593.999 0.4236 0.4236 1465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3753.72 0.00262133 419.004 0.2466 0.2466 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3949.05 0.00706013 571.778 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4099.22 0.0258397 314.711 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3990.19 0.004997 412.553 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3682.77 0.000160168 20.5044 1 1 3447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3764.95 0.000694411 59.3481 0.864 0.864 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4029.61 0.276385 1980.27 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3683.25 0.00130799 29.3624 1 1 3560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3993.87 0.00471067 188.067 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4123.06 0.0876839 2110.55 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3767.04 0.000491763 74.5252 1 1 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4092.31 0.015857 617.848 0.7941 0.07941 770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3683.5 0.000269816 69.3261 0.9985 0.9985 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3996.9 8.31074e-05 112.903 0.2057 0.2057 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3769.95 0.00555626 374.861 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4166.09 0.00875086 1075.63 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4001.91 0.00490678 488.283 1 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4192.1 0.0682149 1515.1 0.6808 0.6808 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3684.09 0.00220801 127.929 0.2256 1 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3770.99 0.000700414 35.0338 1 1 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4184.45 0.0069011 484.511 1 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4224.11 0.0086576 262.47 1 1 989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3685.16 0.00182941 73.6627 1 1 3894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3772.03 0.00153625 177.669 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4008.78 0.0141566 413.322 0.804 0.804 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4209.94 0.000995851 294.158 0.23 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3685.65 0.00144226 49.3958 0.4944 0.4944 4011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3772.63 0.000614964 56.277 1.312 0.1312 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4027.09 0.00564097 251.749 0.7294 0.7294 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4247.09 0.025874 1780.44 1 1 1099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4221.21 0.000113756 62.7557 0.9906 0.9906 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3686.08 0.0020954 25.32 1 1 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3773.92 0.000829871 96.213 1 1 2575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4036.65 0.00733199 115.41 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4311.04 0.0129433 2010.26 1 1 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4224.56 0.0238275 294.187 1 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3686.22 0.00088249 135.32 0.3728 0.03728 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3774.63 0.000967378 69.6237 1 1 2690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4037.38 0.000370181 37.8784 1 1 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4368.37 0.000589598 529.64 1 1 1318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3409.84 0.0795452 3443.59 0.4557 0.4557 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3686.31 0.000581864 84.976 0.6019 0.6019 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4229.28 0.000562744 136.988 0.5097 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3778.29 0.00204681 147.272 1 1 2805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4038.39 0.00976316 556.652 1 1 2466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4379.5 0.032788 606.956 1 1 1424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3619.7 0.0219971 2571.97 0.3922 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4232.57 0.00206177 148.999 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3686.42 0.000691474 24.0662 0.3067 1 4452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3786.14 0.000463431 105.808 1 1 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4039.54 0.0044596 114.505 1 1 2580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4386.63 0.00154234 346.886 0.3853 0.3853 1537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3862.88 0.00294266 501.133 0.4316 0.4316 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4246.79 0.01382 583.519 1 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3686.51 0.000540983 34.955 1 1 4561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4040.92 0.000158646 70.9085 0.4725 1 2693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3791.74 0.0087377 147.002 1 1 3038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3951.37 0.0181262 602.782 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4396.84 0.00134835 245.699 1 1 1651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4253.48 0.000993577 209.961 1 1 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3686.55 0.000469999 16.5074 1 1 4678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 4042.68 0.0055656 475.169 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4041.22 3.49474e-05 14.6605 1 1 2804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3793 0.00403043 243.96 2.484 0.2484 3144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4399.68 0.00156477 178.058 0.8821 0.8821 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4255.99 0.000215492 114.328 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3686.6 0.00144783 24.8976 1 1 4792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3793.56 2.72365e-05 37.4134 0.4323 0.4323 3253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4041.63 0.00114911 29.4858 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4407.73 0.0135818 204.471 0.8022 0.8022 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4139.38 0.00592775 1098.5 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3686.78 0.00451579 32.8945 1 1 4903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4259.67 0.00142308 236.204 1 1 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3794.27 0.000726053 57.5095 1 1 3366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4042.39 0.0110218 312.74 0.5952 0.5952 3031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4413.81 0.0169921 344.363 1 1 1993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4168.4 0.0061808 458.777 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3686.88 9.33283e-05 17.8141 0.4537 1 5010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4261.73 0.000137605 84.1845 0.2169 0.2169 2465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3794.89 0.0130364 318.024 0.4302 1 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4043.04 2.45888e-05 64.5887 0.3746 0.3746 3138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4420.84 0.00811008 1806.64 1 1 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3686.91 0.000933888 16.2644 1 1 5113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4204.86 0.00105408 263.919 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4262.39 0.000832282 81.6678 1 1 2575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3795.55 0.000672326 114.324 1 1 3585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4043.59 0.00144214 60.5746 1 1 3251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4429.76 0.00449058 395.484 1 1 2211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3686.96 1.98515e-05 8.03425 1 1 5223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4279.84 0.0128278 742.367 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4263.28 0.00011092 38.7309 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3795.7 0.000744136 99.5872 1 1 3698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4044.5 0.000440152 80.814 1 1 3364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4441.34 0.00326393 203.623 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3686.98 0.00021962 7.05061 1 1 5338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4299.59 0.00324584 401.806 0.8274 0.8274 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4263.97 0.0065707 167.758 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3795.85 9.92349e-05 6.8015 1 1 3811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4445.65 0.00341913 86.7191 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4852 3687 2.065e-05 49.8556 5.595e-07 0.001 5448 LS failed, Hessian reset
3099 4044.71 0.000579983 36.152 1 1 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4309.06 0.000935098 364.661 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4877 3687.01 5.84967e-05 2.82443 1 1 5475
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 4265.18 0.00237952 41.0235 1 1 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3795.99 0.00157338 113.181 0.2029 1 3929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4446.58 0.0026544 166.893 1 1 2534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4046.24 0.0170649 830.48 1 1 3588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4388.06 0.103443 3587.87 0.522 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4268.42 0.00126031 713.178 0.4724 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3797.19 0.000536729 207.804 1 1 4045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4047.47 0.00670459 123.484 0.4453 0.4453 3697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4447.78 0.00210466 512.796 0.3855 1 2647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4434.68 0.00390504 581.847 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4269.48 0.00149136 274.363 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3799.29 0.00019874 32.4831 1 1 4162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4049.91 0.0123193 359.23 0.5527 0.5527 3807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4448.01 0.000106796 75.6513 0.7263 0.7263 2760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3799.84 0.00191987 155.198 1 1 4273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4438.83 0.000397104 138.189 1 1 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4270.36 0.000942328 47.9196 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4050.46 0.000340299 58.6422 1 1 3919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4448.63 0.000598487 153.772 1 1 2871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3800.32 0.000173723 12.9711 1 1 4386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4444.83 0.0215613 1972.7 1 1 1677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4271.26 0.000109845 49.2265 1 1 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4050.95 0.00348648 149.64 1 1 4032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4449.09 0.00219503 129.347 1 1 2984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3800.74 0.00191245 82.0399 1 1 4496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4457.04 0.0202218 2116.92 0.1661 1 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4271.4 0.000250602 36.3658 1 1 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4051.31 0.00121663 110.404 1 1 4145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4449.31 0.000212266 60.3818 1 1 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3800.84 0.00042892 16.7093 1 1 4606
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4051.49 3.14722e-05 53.1363 0.2992 0.2992 4257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4464.14 0.0257533 1507.84 0.8717 0.8717 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4271.74 0.000890711 86.0773 1 1 3576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4449.5 0.000177862 166.113 0.349 0.349 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3801.14 0.00228196 52.6029 1 1 4722
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4051.59 0.0150463 113.204 1 1 4368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4272.06 0.000702323 42.1972 1 1 3689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4466.96 0.00127136 211.939 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4449.91 0.000288641 24.2689 1 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3801.32 0.000121962 60.8947 0.01382 1 4835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4272.27 0.0002652 114.645 0.3501 0.3501 3802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4051.83 2.49421e-05 10.5281 1 1 4484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4469.24 0.00573241 430.352 1 1 2130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4450.13 0.00121708 107.467 1 1 3434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3801.51 0.000376216 77.076 1 1 4943
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4272.56 7.49421e-05 39.641 0.806 0.806 3914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4470.25 0.000886126 109.104 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4052.04 0.000109719 14.9568 1 1 4602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4450.83 5.19532e-05 29.5663 0.6603 0.6603 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3801.65 0.000159914 13.0772 0.1273 1 5054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4178 4052.12 2.22437e-05 3.76288 1 1 4692
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 4471.25 0.00257103 414.303 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4272.83 0.000368916 88.116 1 1 4033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4450.86 0.000151128 28.6395 1 1 3653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3801.73 0.000242032 38.9582 1 1 5164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4471.87 0.000899587 534.503 1 1 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4661 3801.76 5.59997e-06 5.045 1 1 5235
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 4272.98 0.0024621 32.2262 0.3469 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4451.66 0.112107 2646.37 1 1 3758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4472.97 0.000292451 59.4 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4273.45 0.0024722 203.653 0.2395 0.2395 4256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4453.71 0.00157414 109.748 0.8146 0.8146 3867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4454.18 0.00123345 72.6131 1 1 3977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4477.89 0.000964037 622.94 0.5735 0.5735 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4273.91 0.00587049 70.06 1 1 4364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4454.37 0.00358004 110.042 1 1 4092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4274.15 0.0026006 161.23 0.2118 1 4476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4479.58 0.000742665 327.544 1 1 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4454.51 8.64287e-05 20.9844 0.9357 0.9357 4199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4274.37 0.000780597 36.7429 1 1 4588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4484.5 0.00121126 118.997 1 1 2911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4454.57 7.0306e-05 26.8008 1 1 4303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4487.56 0.00342583 154.806 1 1 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4274.4 3.49714e-05 9.49584 1 1 4700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4454.67 1.52099e-05 5.78314 1 1 4417
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 4487.97 0.000287112 70.649 1 1 3132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4274.43 0.000463048 73.1511 1 1 4809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4274.48 0.000166216 21.8675 1 1 4924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4488.66 0.00165419 69.4935 0.9672 0.9672 3248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4274.51 0.000183876 26.6429 1 1 5034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4488.88 5.3632e-05 96.7194 0.5242 0.5242 3357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4543 4274.53 1.82091e-05 5.22634 1 1 5084
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 4489.02 7.91972e-05 9.72522 1 1 3464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4489.2 0.000201166 27.1444 1 1 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4489.37 0.00144882 42.5368 1 1 3687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4489.67 0.00873435 65.5354 1 1 3795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4489.82 0.00341822 99.1273 0.1662 1 3905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4490.24 0.00524222 165.693 1 1 4023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4490.39 0.00169073 91.6265 0.5056 0.5056 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4490.52 0.00196833 118.86 1 1 4242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3895 4490.58 3.21786e-05 6.77079 1 1 4346
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fb90643c220>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3408.06 0.183433 4978.68 0.2021 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3493.71 0.045603 909.727 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3550.57 0.109456 686.215 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3675.38 0.084008 1120.9 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3732.4 0.040712 721.345 0.43 0.43 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3813.84 0.00910847 473.297 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3864.57 0.00238383 201.744 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3887.5 0.0206359 580.511 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3897.02 0.000555629 104.2 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3904.64 0.00111686 119.957 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3937.17 0.0022048 300.177 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3948.98 0.00560679 187.496 1 1 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3956.93 0.0657933 1448.29 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3990.61 0.0596778 604.346 1 1 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4020.94 0.018959 936.949 0.8149 0.8149 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4039.66 0.0363954 90.9794 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4048.15 0.000394186 32.9191 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4050.15 0.00110935 80.805 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4053.17 0.00771188 383.069 0.1958 0.1958 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4060.11 0.0104353 469.15 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4066.51 0.0190757 452.534 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4069.43 0.00188942 355.603 0.9117 0.9117 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4071.62 0.000515725 363.535 0.09628 1 2570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4072.83 0.000838376 60.9669 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4074.31 0.00918711 216.549 1 1 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4077.98 0.000450219 60.1831 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4083.19 0.00694425 211.397 0.4749 0.4749 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4086.97 0.00103185 113.372 0.6856 0.6856 3136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4088.23 0.00434789 174.819 1 1 3249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4088.86 0.0214398 188.334 1 1 3370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4090.26 0.000455483 54.7302 0.4215 1 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4090.67 0.000422744 33.5042 0.3438 1 3592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4090.89 0.000867915 38.7392 1 1 3702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4091.06 0.00117623 68.6618 1 1 3817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4091.14 0.000266408 32.6329 1 1 3926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4091.72 0.000244918 28.8621 1 1 4035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4091.82 0.000150686 28.1648 0.2479 1 4143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4091.95 0.00556552 123.897 1 1 4254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4092.06 0.00470963 115.274 1 1 4367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4092.16 2.00186e-05 8.95521 1 1 4477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4092.3 0.00342465 19.472 1 1 4585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4092.38 0.000137954 8.02531 1 1 4691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4246 4092.39 0.000111656 3.45357 1 1 4744
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 509.411 0.00317814 212.393 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 511.802 0.00304187 114.445 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 516.823 0.000941534 104.007 0.3159 0.3159 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 432.96 0.000610183 161.472 0.5175 0.5175 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 780.467 0.00652526 193.168 0.2868 0.2868 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 580.093 0.00040829 83.1266 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 521.222 0.0138593 478.207 0.4507 0.4507 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 435.975 0.000565761 33.0679 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 524.276 7.30668e-05 16.2973 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 782.529 0.112905 667.6 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 582.943 0.0108942 494.481 0.3794 0.3794 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 529.344 0.0135441 133.485 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 530.198 0.0529856 899.953 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 588.857 0.00354381 86.4516 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 783.529 0.00200142 31.9872 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 438.478 0.0925828 832.605 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 590.103 0.00367442 174.428 0.4082 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 530.792 0.00117985 127.505 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 593.309 0.000272946 117.714 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 442.844 0.000443924 105.29 1 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 531.098 0.000155052 27.7023 1 1 993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 595.023 0.00252808 409.823 0.1829 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 531.38 0.0251236 259.934 1 1 1096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 785.008 0.000525528 35.7659 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 499 444.577 0.00264313 80.9882 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1060 532.109 1.76801e-05 34.3496 8.552e-07 0.001 1205 LS failed, Hessian reset
599 446.528 0.00260101 37.5779 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 532.445 0.000378133 9.84625 1 1 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 447.059 0.000104679 16.5726 0.5877 0.5877 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 595.712 0.000398253 21.1718 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 447.688 0.000337263 171.226 0.5936 0.5936 879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 532.753 0.00390719 93.608 1 1 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 596.202 0.0320504 75.1231 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 448.266 0.00191922 56.6816 1 1 987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 448.789 0.00652121 71.4782 0.5228 1 1093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 785.303 0.000163453 30.1309 0.9001 0.9001 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 533.107 4.80363e-06 12.8323 0.35 0.35 1473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 597.024 0.00157002 49.9798 0.3875 0.3875 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 450.697 0.070705 287.029 1 1 1200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 597.446 0.000578804 20.935 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
595 785.763 4.61448e-05 67.0327 7.617e-07 0.001 712 LS failed, Hessian reset
599 785.773 0.000218129 25.2131 1 1 716
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 533.262 0.000121084 18.1255 1 1 1584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 533.417 0.000115055 14.9478 0.2847 0.2847 1703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 618.031 0.00419648 243.69 0.1716 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
99 922.18 0.0160003 45.2464 0.2728 1 138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 533.52 0.00133939 91.9291 1 1 1810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 598.11 0.000182408 29.6964 0.3812 0.3812 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 450.882 0.00726226 60.3299 1 1 1307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 786.288 0.000137593 6.09659 1 1 830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 697.313 0.000504418 61.8901 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 619.711 0.00223266 28.5524 1 1 243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 451.307 0.00303236 48.897 1 1 1418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 854.525 0.26421 826.69 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 452.016 0.000185357 33.9293 1 1 1524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 598.332 0.00380373 53.6669 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 923.424 0.0373855 155.433 1 1 247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 533.682 0.000237292 11.976 1 1 1924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 857.432 0.00432181 28.3846 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 705.027 0.000843594 61.7832 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 598.742 0.00068513 29.5119 1 1 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 620.17 0.000369516 120.158 0.2204 0.2204 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 533.848 0.00831717 169.943 1 1 2036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 707.062 0.00127019 39.147 0.6522 0.6522 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 534.295 8.2269e-05 11.3021 1 1 2148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 598.836 0.00344342 24.2324 1 1 1552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 452.279 0.00488541 36.3742 1 1 1636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
771 786.547 2.65229e-05 18.9652 2.295e-06 0.001 967 LS failed, Hessian reset
299 924.962 0.0161285 41.0765 1 1 362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 786.594 7.01302e-05 11.4531 0.3904 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 707.258 0.0119317 134.682 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 620.698 0.0066918 23.0411 1 1 468
499 708.383 0.00887754 42.2532 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1499 598.898 0.000520415 17.2405 1 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 786.83 0.000702372 28.1265 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 858.151 0.0101379 42.869 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 452.747 6.76602e-05 100.405 0.2484 0.2484 1744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1534 598.921 1.99505e-05 10.2647 2.674e-06 0.001 1746 LS failed, Hessian reset
1999 534.632 0.000557081 21.7315 1 1 2258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 598.946 0.00116525 28.9201 1 1 1813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 786.953 0.000906484 52.0031 0.6227 0.6227 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 621.404 0.0124128 42.8699 1 1 577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
366 858.455 1.1294e-05 7.89019 1.56e-06 0.001 461 LS failed, Hessian reset
399 925.108 0.0103955 4.57486 1 1 472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 599.058 0.00045096 26.0476 0.7399 0.7399 1924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1011 786.967 5.79302e-06 9.23316 3.787e-07 0.001 1294 LS failed, Hessian reset
2099 534.754 9.9383e-05 4.82144 1 1 2375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 453.188 0.000856665 24.4969 1 1 1852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 858.606 0.00445201 83.5495 1 1 498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 453.436 0.000126771 13.1852 0.718 0.718 1964
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1068 787.079 1.3895e-05 22.0983 4.306e-07 0.001 1397 LS failed, Hessian reset
2199 534.944 0.00409256 84.5162 0.4276 0.4276 2487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
558 708.629 8.73707e-06 10.7203 8.545e-07 0.001 677 LS failed, Hessian reset
499 925.176 0.00221446 6.09967 1 1 580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 453.766 0.00027349 55.1042 0.2309 0.2309 2076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1095 787.1 3.4609e-06 5.73687 4.903e-07 0.001 1469 LS failed, Hessian reset
499 859.265 0.00419417 25.2965 0.05347 1 613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 787.101 9.60096e-05 16.0533 1 1 1473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 622.039 0.000187076 34.5431 0.5972 0.5972 687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 708.772 0.00481389 32.8991 1 1 723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 453.885 0.00470692 40.0456 1 1 2187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 535.101 0.000290604 71.3016 0.08683 1 2603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 599.098 0.000189395 52.5718 0.5721 0.5721 2038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 454.051 0.000473462 19.2897 1 1 2301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 787.137 0.000386845 25.9963 0.1579 1 1593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 859.837 0.0303396 108.216 1 1 729
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 535.154 0.000589637 29.2314 0.752 0.752 2720
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1217 787.146 3.75781e-06 6.42375 5.711e-07 0.001 1660 LS failed, Hessian reset
699 622.597 0.000277378 36.9496 0.4798 0.4798 805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 454.159 5.69824e-05 7.13826 1 1 2422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 535.188 3.60793e-05 12.8919 1 1 2833
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1825 599.132 5.7364e-05 23.2111 1.301e-06 0.001 2108 LS failed, Hessian reset
1240 787.171 3.1129e-06 4.62909 3.501e-07 0.001 1733 LS failed, Hessian reset
2299 454.21 1.38353e-05 12.7955 0.7872 0.7872 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 622.71 0.0025875 22.5393 1 1 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 925.371 0.000170308 30.4798 0.274 0.5479 695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 860.089 0.00142733 66.2826 0.81 0.81 848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 599.213 0.00022839 16.3213 1 1 2189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 535.205 1.17731e-05 7.87228 0.2951 1 2952
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 847 622.763 7.09781e-06 8.54305 9.453e-07 0.001 1009 LS failed, Hessian reset
699 709.136 7.81124e-05 6.48508 1 1 840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 454.274 0.000150818 16.539 0.7729 0.07729 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1284 787.189 9.72361e-06 15.0389 4.212e-07 0.001 1830 LS failed, Hessian reset
2407 454.275 3.4412e-06 8.78433 2.91e-07 0.001 2708 LS failed, Hessian reset
1299 787.197 0.000206088 41.0902 0.5123 0.5123 1847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 925.636 0.0096465 108.507 0.6542 0.6542 821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 860.214 0.00292677 35.9178 0.5254 1 965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 454.317 0.000421823 13.3633 1 1 2818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 709.362 0.000431551 5.48005 1 1 957
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
873 622.787 3.43343e-06 4.37067 8.968e-07 0.001 1083 LS failed, Hessian reset
2627 535.237 1.64834e-05 40.2443 3.113e-07 0.001 3026 LS failed, Hessian reset
737 925.719 1.96179e-05 29.8963 3.138e-07 0.001 905 LS failed, Hessian reset
899 622.795 0.000359333 17.3081 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 535.296 0.000663552 26.5572 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 599.267 0.000123121 17.346 0.4028 0.4028 2303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2521 454.321 1.73381e-06 4.18861 2.172e-07 0.001 2890 LS failed, Hessian reset
799 925.918 0.00678275 12.693 1 1 976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
858 860.272 8.19483e-06 14.8728 4.804e-07 0.001 1124 LS failed, Hessian reset
1399 787.215 4.83881e-05 5.50598 0.486 0.486 1984
2007 599.27 6.06396e-06 9.10938 8.104e-07 0.001 2353 LS failed, Hessian reset
899 709.687 0.0274778 282.482 1 1 1064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 454.334 9.42568e-05 29.2222 0.4412 0.4412 2978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 860.366 0.0261048 87.4557 3.148 1 1171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2036 599.275 2.3884e-06 4.94618 2.492e-07 0.001 2429 LS failed, Hessian reset
803 925.918 6.25875e-06 10.5608 5.877e-07 0.001 1049 LS failed, Hessian reset
999 622.916 0.000736083 13.0782 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2713 535.299 1.68075e-05 20.4593 6.647e-07 0.001 3168 LS failed, Hessian reset
2799 535.332 5.19315e-05 8.71134 1 1 3266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
829 926.09 1.20575e-05 12.8828 2.796e-07 0.001 1148 LS failed, Hessian reset
2099 599.288 0.00147098 23.5262 0.5403 1 2502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 622.961 0.000380864 27.945 1 1 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 860.438 0.000684713 31.9738 0.4716 0.4716 1292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2684 454.344 2.72872e-06 6.49801 7.352e-07 0.001 3115 LS failed, Hessian reset
999 710.019 2.90884e-05 21.5972 0.4453 0.4453 1172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2101 599.288 7.98742e-06 17.6719 3.808e-07 0.001 2551 LS failed, Hessian reset
2699 454.346 1.1658e-05 7.36737 0.549 0.549 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 787.587 8.1825e-05 29.5328 1 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1007 860.44 2.63124e-06 4.65932 4.999e-07 0.001 1342 LS failed, Hessian reset
2899 535.338 6.20439e-05 12.1065 1 1 3386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 599.299 0.00029706 23.6699 1 1 2654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 454.358 0.000146521 6.51432 1 1 3252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2207 599.3 5.17772e-06 8.33457 2.191e-07 0.001 2703 LS failed, Hessian reset
2999 535.356 4.21186e-05 14.529 1 1 3498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 710.226 0.000919263 99.2007 0.1572 1 1288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
878 926.239 8.34767e-06 15.0932 4.285e-07 0.001 1267 LS failed, Hessian reset
899 926.275 0.000129797 12.3503 0.1833 1 1292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 535.413 0.0122019 79.9429 1 1 3610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2275 599.307 4.17785e-06 9.36108 4.107e-07 0.001 2821 LS failed, Hessian reset
1199 623.188 0.00108454 27.9762 0.3375 1 1464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 599.313 0.00103523 41.8457 10 1 2853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3120 535.539 1.68011e-05 35.858 1.174e-06 0.001 3676 LS failed, Hessian reset
1199 710.438 0.000716657 7.6545 1 1 1403 2899 454.486 0.000436514 21.261 1 1 3370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1027 860.444 5.90401e-06 6.24849 1.113e-06 0.001 1402 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1562 787.629 1.01682e-05 15.8588 4.749e-07 0.001 2206 LS failed, Hessian reset
1299 623.346 0.000326603 9.45128 1 1 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3187 535.672 0.000152103 88.8938 4.437e-06 0.001 3788 LS failed, Hessian reset
2999 454.582 0.000201432 28.5912 1 1 3486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2344 599.321 5.69764e-06 6.74111 9.255e-07 0.001 2956 LS failed, Hessian reset
1599 787.677 0.00298976 52.7122 1 1 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 535.699 6.06351e-05 17.7401 1 1 3802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 924 926.329 2.33851e-05 11.002 1.784e-06 0.001 1357 LS failed, Hessian reset
2399 599.342 0.0018925 102.825 0.5965 0.5965 3019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1086 860.455 7.0012e-06 10.8923 4.739e-07 0.001 1508 LS failed, Hessian reset
1099 860.457 0.00017479 33.3256 0.5882 0.5882 1522
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2404 599.349 1.78792e-05 42.2739 2.839e-07 0.001 3064 LS failed, Hessian reset
1299 710.467 4.61686e-05 10.069 1 1 1517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1645 787.699 7.06171e-06 9.98966 1.114e-06 0.001 2350 LS failed, Hessian reset
954 926.385 4.50149e-06 7.003 1.176e-06 0.001 1435 LS failed, Hessian reset
3081 454.613 1.3443e-06 3.42191 2.294e-07 0.001 3621 LS failed, Hessian reset
3099 454.616 2.58599e-05 14.756 1 1 3644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 787.724 0.00131694 38.5214 1.773 0.1773 2412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 623.468 0.000711869 28.173 1 1 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 599.434 0.00156534 45.3546 1 1 3179
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3126 454.616 5.20554e-06 5.2186 1.853e-06 0.001 3710 LS failed, Hessian reset
3299 535.777 8.00665e-05 55.296 0.2363 0.2363 3913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1178 860.466 2.98431e-05 44.2704 6.362e-07 0.001 1656 LS failed, Hessian reset
1710 787.736 6.46485e-06 10.4919 5.146e-07 0.001 2478 LS failed, Hessian reset
3157 454.626 1.59883e-05 42.8222 3.458e-07 0.001 3787 LS failed, Hessian reset
2599 599.446 5.11488e-06 5.06261 0.08489 1 3303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3186 454.635 7.41433e-06 5.66669 1.736e-06 0.001 3859 LS failed, Hessian reset
1195 860.474 2.2317e-05 10.1943 1.619e-06 0.001 1719 LS failed, Hessian reset
1199 860.475 9.87085e-05 13.4536 1 1 1725
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 926.451 0.000202815 8.19161 0.5067 0.5067 1492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 623.541 0.00152386 16.2504 1 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 454.636 2.1558e-05 7.14501 1 1 3874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1782 787.766 3.57166e-06 6.08707 4.678e-07 0.001 2612 LS failed, Hessian reset
1224 860.486 1.48839e-05 4.7965 3.429e-06 0.001 1793 LS failed, Hessian reset
1392 710.493 4.17124e-06 5.87203 9.382e-07 0.001 1681 LS failed, Hessian reset
1399 710.493 0.00019847 24.0808 1 1 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 787.77 8.3958e-05 10.0983 1 1 2634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 454.644 2.47618e-06 2.64492 0.6152 0.6152 3997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 535.811 8.05372e-05 5.33431 0.7032 0.7032 4040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1512 623.569 4.61683e-05 25.6851 2.067e-06 0.001 1862 LS failed, Hessian reset
1825 787.776 2.39132e-05 9.90602 2.087e-06 0.001 2706 LS failed, Hessian reset
2640 599.449 3.53069e-06 6.95691 2.342e-07 0.001 3400 LS failed, Hessian reset
3399 454.716 0.0176863 106.704 1 1 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 535.834 4.65212e-05 6.03406 1 1 4165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 623.674 0.00309093 74.147 1 1 1954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1081 926.496 7.88119e-06 11.1819 1.522e-06 0.001 1631 LS failed, Hessian reset
1899 787.781 9.78758e-05 8.6221 1 1 2799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 599.454 5.55179e-05 7.55107 1 1 3472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3525 535.841 1.61889e-06 4.79521 2.341e-07 0.001 4235 LS failed, Hessian reset
3438 454.85 3.06727e-05 81.3805 4.445e-07 0.001 4199 LS failed, Hessian reset
1099 926.506 3.45005e-05 3.35426 0.294 0.294 1651 1499 710.588 9.24331e-05 14.8442 1 1 1808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3550 535.844 1.66513e-06 5.02687 3.077e-07 0.001 4306 LS failed, Hessian reset
1699 623.735 0.00432563 59.3857 1 1 2070
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1909 787.782 7.80371e-06 11.4942 7.362e-07 0.001 2851 LS failed, Hessian reset
3499 454.888 0.000120599 30.693 1 1 4261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3573 535.847 2.68587e-06 7.47172 3.093e-07 0.001 4378 LS failed, Hessian reset
2799 599.702 0.00444522 91.5086 1 1 3589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 535.849 9.72624e-05 14.6522 1 1 4406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1238 860.488 5.26387e-06 6.69145 1.137e-06 0.001 1847 LS failed, Hessian reset
3599 454.933 7.74148e-05 21.8707 0.9783 0.9783 4377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1710 623.737 3.90427e-06 4.84934 5.921e-07 0.001 2132 LS failed, Hessian reset
2899 599.837 0.000274879 51.6974 0.2957 1 3700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3657 535.853 3.31503e-06 10.0766 2.309e-07 0.001 4518 LS failed, Hessian reset
1299 860.498 0.00497008 30.0664 1 1 1919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 710.718 0.00504743 46.0393 1 1 1927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 455.008 0.0007458 64.3658 0.3653 0.3653 4492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 535.855 1.07022e-05 3.46708 1 1 4566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1765 623.752 5.5494e-06 4.90992 1.869e-06 0.001 2243 LS failed, Hessian reset
1973 787.89 4.16504e-05 64.2921 8.477e-07 0.001 2976 LS failed, Hessian reset
2999 599.875 0.00317015 46.3319 1 1 3816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 623.757 0.000240044 30.6286 1 1 2283
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 535.931 0.00119265 20.0984 1 1 4684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 710.854 0.000594037 12.6907 1 1 2046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3739 455.025 2.62357e-05 25.4207 6.424e-07 0.001 4576 LS failed, Hessian reset
3799 455.039 7.20622e-05 10.6916 1 1 4639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 599.906 1.14309e-05 23.9972 0.5097 0.5097 3935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 926.783 0.0119908 304.94 0.4981 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1716 710.915 5.88187e-06 10.1083 4.951e-07 0.001 2107 LS failed, Hessian reset
3899 535.955 0.00119033 50.9089 1 1 4797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 787.971 0.0013409 9.65931 0.7576 0.7576 3003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3837 455.047 2.11258e-06 5.14101 2.064e-07 0.001 4723 LS failed, Hessian reset
3899 455.057 2.55718e-05 15.5124 1 1 4795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1224 926.896 1.93619e-05 32.8971 4.35e-07 0.001 1853 LS failed, Hessian reset
1847 623.773 8.13494e-06 8.72292 4.745e-07 0.001 2374 LS failed, Hessian reset
3188 599.912 4.11872e-06 8.56886 5.778e-07 0.001 4088 LS failed, Hessian reset
3199 599.912 4.63969e-05 8.94132 1 1 4099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1769 710.947 4.74754e-06 8.26796 5.445e-07 0.001 2211 LS failed, Hessian reset
3931 455.061 6.66482e-06 15.3674 2.203e-07 0.001 4874 LS failed, Hessian reset
1305 860.513 2.60014e-05 47.3582 5.356e-07 0.001 1977 LS failed, Hessian reset
1899 623.789 8.36087e-05 5.77542 1 1 2434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 710.96 0.000284212 18.9641 0.9309 0.9309 2245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 455.064 9.07901e-06 5.75856 1 1 4955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3910 535.984 4.3517e-06 9.48739 3.628e-07 0.001 4843 LS failed, Hessian reset
4004 455.064 4.55579e-06 3.88466 7.221e-07 0.001 4999 LS failed, Hessian reset
2056 788.015 4.00467e-06 6.86724 5.577e-07 0.001 3150 LS failed, Hessian reset
1828 710.968 1.1498e-05 7.06055 1.386e-06 0.001 2315 LS failed, Hessian reset
1340 860.61 7.51085e-06 11.9647 6.468e-07 0.001 2061 LS failed, Hessian reset
1983 623.796 6.35214e-06 6.6454 4.815e-07 0.001 2577 LS failed, Hessian reset
2099 788.034 0.000109031 15.3777 1 1 3197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1848 710.97 4.41255e-06 6.71151 4.295e-07 0.001 2374 LS failed, Hessian reset
1999 623.797 8.08652e-05 4.1069 0.309 1 2595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3939 535.988 1.86477e-06 6.16689 2.603e-07 0.001 4914 LS failed, Hessian reset
1399 860.654 2.75817e-05 5.2337 0.2539 0.2539 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1295 927.151 1.26637e-05 16.0556 2.896e-07 0.001 1974 LS failed, Hessian reset
1299 927.152 0.000121739 17.788 1 1 1978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2117 788.037 4.72146e-06 7.37368 3.659e-07 0.001 3257 LS failed, Hessian reset
1889 710.974 1.04666e-05 14.8762 4.236e-07 0.001 2466 LS failed, Hessian reset
3999 535.993 0.000106645 4.78649 0.1993 1 4990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 710.975 0.000378182 4.39185 0.5065 1 2479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4000 535.993 4.82647e-06 6.74981 1.008e-06 0.001 5027 LS failed, Hessian reset
1429 860.667 3.15125e-06 5.01463 6.818e-07 0.001 2217 LS failed, Hessian reset
4043 455.066 2.37478e-06 6.27609 3.845e-07 0.001 5098 LS failed, Hessian reset
4056 455.066 5.56894e-06 5.08816 1.636e-06 0.001 5146 LS failed, Hessian reset
1318 927.183 5.82864e-06 9.08068 3.283e-07 0.001 2047 LS failed, Hessian reset
4099 455.067 2.1419e-05 9.37624 0.8472 0.08472 5199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4052 535.996 8.75959e-06 22.5261 2.832e-07 0.001 5138 LS failed, Hessian reset
2099 623.941 0.00083864 15.6358 0.7724 0.7724 2714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 535.997 6.17571e-06 4.2347 0.6253 0.6253 5193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 860.68 0.000437975 18.2714 1.771 0.1771 2308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1938 710.976 8.32096e-06 9.18737 8.593e-07 0.001 2573 LS failed, Hessian reset
3299 599.922 0.000168643 8.76821 1 1 4221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4107 455.068 1.91492e-06 5.02455 2.393e-07 0.001 5256 LS failed, Hessian reset
2199 788.045 2.51579e-05 4.60977 2.524 0.2524 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4109 535.997 1.9547e-06 5.05308 1.972e-07 0.001 5242 LS failed, Hessian reset
1511 860.681 2.40142e-06 3.71807 3.366e-07 0.001 2361 LS failed, Hessian reset
4199 455.069 2.39546e-05 9.66463 0.9392 0.9392 5365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2223 788.047 6.46843e-06 7.363 1.913e-06 0.001 3439 LS failed, Hessian reset
4155 535.999 7.43325e-06 18.9515 5.616e-07 0.001 5340 LS failed, Hessian reset
1997 710.978 2.24997e-06 2.11392 0.3798 1 2652
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 536.002 1.70999e-05 4.89161 1 1 5392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 624.193 0.000402088 7.72755 1 1 2821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 455.088 0.000674078 35.8608 0.3078 1 5476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 927.236 1.44385e-05 4.42464 1 1 2145
3399 600.06 0.00326507 35.1662 0.2663 1 4336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 536.087 0.000188853 16.5158 1 1 5508
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2268 788.051 7.53093e-06 11.372 3.676e-07 0.001 3539 LS failed, Hessian reset
4399 455.103 9.89409e-05 7.10264 1 1 5585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 536.143 3.28504e-05 10.4858 1 1 5620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1594 860.694 1.5685e-05 12.3158 1.915e-06 0.001 2501 LS failed, Hessian reset
2299 788.054 1.53894e-05 13.6428 0.1969 0.1969 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 860.694 7.65626e-05 21.2845 1 1 2506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2279 624.26 2.91586e-05 8.0095 5.757e-06 0.001 2944 LS failed, Hessian reset
2299 624.279 0.000802632 11.6786 1 1 2967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 600.109 2.54087e-05 5.30796 1 1 4459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4494 455.107 1.1644e-05 22.789 5.751e-07 0.001 5749 LS failed, Hessian reset
4499 455.107 1.00878e-05 6.10154 1 1 5754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 536.168 2.24637e-05 5.25876 1 1 5729
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1622 860.702 3.07045e-06 5.25028 6.037e-07 0.001 2581 LS failed, Hessian reset
2324 624.286 4.72477e-06 5.83467 6.694e-07 0.001 3035 LS failed, Hessian reset
1493 927.265 2.00884e-05 30.6747 6.86e-07 0.001 2305 LS failed, Hessian reset
1499 927.266 0.000154272 20.0778 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4547 455.109 1.3435e-06 3.99191 2.739e-07 0.001 5855 LS failed, Hessian reset
4564 536.174 4.49647e-06 12.8913 2.095e-07 0.001 5855 LS failed, Hessian reset
2399 788.335 0.0294155 226.627 0.3863 0.5138 3693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4574 455.11 1.06155e-06 2.3615 0.3061 1 5890
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 624.294 0.000116354 14.307 1 1 3132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3538 600.125 3.27724e-06 7.41347 3.225e-07 0.001 4567 LS failed, Hessian reset
2400 788.345 8.17852e-05 116.783 3.609e-07 0.001 3735 LS failed, Hessian reset
1529 927.281 7.8716e-06 9.20375 2.809e-07 0.001 2387 LS failed, Hessian reset
1688 860.717 4.63801e-06 7.83215 6.866e-07 0.001 2696 LS failed, Hessian reset
1699 860.719 2.1646e-05 4.16293 0.2741 0.7589 2710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 600.146 7.6158e-06 3.42228 1 1 4635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 536.176 5.29827e-05 3.7734 0.4339 1 5892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4606 536.176 1.54529e-06 4.56085 2.153e-07 0.001 5940 LS failed, Hessian reset
2499 788.505 0.00261792 18.675 0.7796 0.7796 3851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1583 927.287 5.79767e-06 10.0714 5.499e-07 0.001 2505 LS failed, Hessian reset
3641 600.155 2.89324e-06 7.58667 3.797e-07 0.001 4722 LS failed, Hessian reset
1599 927.289 4.77522e-05 6.70935 0.651 0.651 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 860.73 4.63268e-05 50.4031 0.6786 0.6786 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 624.303 7.88616e-05 8.53029 0.4517 1 3253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4642 536.177 2.16371e-06 6.27702 2.044e-07 0.001 6031 LS failed, Hessian reset
2547 624.304 2.46247e-06 2.65108 1 1 3311
Optimization terminated normally: 3699 600.158 2.01701e-06 4.99264 3.231e-07 0.001 4828 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Convergence detected: relative gradient magnitude is below tolerance
4680 536.179 5.58964e-06 10.0418 1.578e-07 0.001 6119 LS failed, Hessian reset
4699 536.18 1.78884e-05 5.57658 1 1 6145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2548 788.555 2.697e-05 22.8973 1.296e-06 0.001 3962 LS failed, Hessian reset
1806 860.745 3.87434e-05 29.5998 2.765e-07 0.001 2896 LS failed, Hessian reset
4757 536.181 5.33754e-07 2.34281 0.216 1 6223
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 600.162 3.44793e-05 7.4921 0.9741 0.9741 4942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3849 600.164 3.11115e-06 7.46352 3.815e-07 0.001 5041 LS failed, Hessian reset
1668 927.389 1.66131e-05 8.85001 2.485e-07 0.001 2661 LS failed, Hessian reset
1879 860.791 5.41107e-06 8.43349 5.376e-07 0.001 3036 LS failed, Hessian reset
3899 600.165 0.000107655 9.80905 0.5058 1 5099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 788.601 0.000696027 16.4538 1 1 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 860.794 0.000471184 22.6391 1 1 3058
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3932 600.187 1.41402e-05 19.2684 2.075e-07 0.001 5181 LS failed, Hessian reset
3999 600.212 0.000318719 27.7544 0.3715 1 5254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1964 860.801 6.10754e-06 8.5857 8.57e-07 0.001 3180 LS failed, Hessian reset
1699 927.419 0.000257077 6.76678 1 1 2696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 860.802 8.61094e-06 3.28922 0.5583 0.5583 3223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2670 788.625 4.89113e-06 8.2986 4.245e-07 0.001 4144 LS failed, Hessian reset
4071 600.216 4.49797e-06 9.73671 2.619e-07 0.001 5395 LS failed, Hessian reset
1728 927.437 4.38546e-06 7.49469 5.628e-07 0.001 2802 LS failed, Hessian reset
4099 600.217 1.47543e-05 5.00043 0.9091 0.9091 5426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 788.63 0.000511459 9.11136 1 1 4180
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1749 927.455 7.6491e-06 8.38085 2.236e-06 0.001 2865 LS failed, Hessian reset
4121 600.218 3.95131e-06 10.0468 4.162e-07 0.001 5500 LS failed, Hessian reset
2099 860.953 0.00100789 8.38924 0.3406 1 3339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2736 788.634 2.34911e-06 4.33938 5.848e-07 0.001 4275 LS failed, Hessian reset
4199 600.221 9.78647e-06 3.69191 0.8925 0.8925 5595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2769 788.635 4.76595e-06 8.1401 5.834e-07 0.001 4346 LS failed, Hessian reset
4232 600.221 5.26059e-06 9.16858 9.729e-07 0.001 5670 LS failed, Hessian reset
4253 600.221 6.61189e-07 3.0774 0.2958 0.2958 5699
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2100 860.953 3.07092e-06 5.11217 3.661e-07 0.001 3392 LS failed, Hessian reset
2799 788.635 2.39587e-06 3.32035 0.331 1 4392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2116 860.97 9.06363e-06 6.4484 1.8e-06 0.001 3455 LS failed, Hessian reset
1769 927.469 1.73288e-05 9.04189 4.477e-06 0.001 2925 LS failed, Hessian reset
1789 927.476 5.14561e-06 6.52326 2.857e-07 0.001 2990 LS failed, Hessian reset
1799 927.478 4.48275e-05 8.59861 1 1 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2875 788.64 4.85525e-06 6.6048 3.233e-07 0.001 4522 LS failed, Hessian reset
2150 860.985 1.12135e-05 19.1318 4.843e-07 0.001 3540 LS failed, Hessian reset
2899 788.64 2.69091e-06 2.80921 1 1 4549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2907 788.64 6.41609e-07 3.50968 0.6019 0.6019 4558
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2197 861.028 5.8266e-06 7.24454 1.583e-06 0.001 3644 LS failed, Hessian reset
2199 861.028 2.45496e-05 5.96669 1 1 3646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1864 927.493 3.98789e-05 24.4007 1.315e-06 0.001 3144 LS failed, Hessian reset
2215 861.042 2.55525e-06 3.54122 3.121e-07 0.001 3704 LS failed, Hessian reset
1899 927.504 0.000171729 13.9203 0.4876 0.4876 3189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2281 861.085 8.18147e-06 13.0475 7.272e-07 0.001 3823 LS failed, Hessian reset
2299 861.123 0.00125381 15.011 0.6572 0.6572 3843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1993 927.511 3.41343e-06 5.25431 3.128e-07 0.001 3367 LS failed, Hessian reset
1999 927.511 2.36997e-06 4.23437 0.1253 1 3375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2303 861.124 1.45194e-05 13.2159 1.159e-06 0.001 3897 LS failed, Hessian reset
2075 927.952 1.0845e-05 17.7315 4.686e-07 0.001 3522 LS failed, Hessian reset
2099 928.097 0.00545058 89.6105 0.5147 1 3549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2104 928.1 8.29136e-06 11.7773 1.194e-06 0.001 3600 LS failed, Hessian reset
2357 861.16 1.62721e-05 13.6912 1.3e-06 0.001 4022 LS failed, Hessian reset
2199 928.254 0.000126545 5.07837 0.4545 0.8826 3714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2200 928.254 2.40755e-06 4.83813 4.741e-07 0.001 3753 LS failed, Hessian reset
2399 861.177 0.000168816 12.8985 1 1 4080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2252 928.282 5.68551e-06 8.53703 2.996e-07 0.001 3869 LS failed, Hessian reset
2407 861.19 5.26219e-06 8.7725 8.85e-07 0.001 4133 LS failed, Hessian reset
2271 928.287 2.29215e-06 3.29435 2.84e-07 0.001 3930 LS failed, Hessian reset
2424 861.216 3.04083e-06 5.47231 4.889e-07 0.001 4195 LS failed, Hessian reset
2440 861.222 4.65162e-06 7.49484 3.957e-07 0.001 4259 LS failed, Hessian reset
2499 861.234 0.00292984 15.1905 1 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2280 928.29 1.46326e-05 7.51591 4.574e-06 0.001 3987 LS failed, Hessian reset
2506 861.235 1.32482e-05 18.1399 1.094e-06 0.001 4402 LS failed, Hessian reset
2541 861.252 6.21518e-06 10.1049 5.995e-07 0.001 4490 LS failed, Hessian reset
2299 928.292 5.67438e-05 4.03117 1 1 4013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 861.26 0.000745363 29.6554 6.514 1 4560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2340 928.293 3.95183e-06 4.96034 2.723e-07 0.001 4107 LS failed, Hessian reset
2374 928.296 7.82041e-06 12.6747 3.088e-07 0.001 4193 LS failed, Hessian reset
2399 928.3 0.000140157 11.986 1 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2675 861.276 2.06867e-05 23.2733 1.004e-06 0.001 4712 LS failed, Hessian reset
2699 861.293 0.000303361 7.14395 3.254 0.7689 4747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2491 928.325 5.89282e-05 98.9238 4.165e-07 0.001 4382 LS failed, Hessian reset
2499 928.334 2.46664e-05 10.3436 0.5674 0.5674 4390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2738 861.314 2.10774e-05 4.96212 2.265e-06 0.001 4844 LS failed, Hessian reset
2785 861.318 3.62259e-06 5.94864 4.457e-07 0.001 4942 LS failed, Hessian reset
2799 861.319 9.57288e-05 8.27158 0.3704 1 4963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 928.354 9.43295e-05 10.5425 1 1 4517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2604 928.355 4.30305e-06 6.39004 1.221e-06 0.001 4565 LS failed, Hessian reset
2869 861.328 6.25578e-06 9.68836 3.507e-07 0.001 5088 LS failed, Hessian reset
2636 928.355 1.31654e-06 3.08389 0.2223 1 4604
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 861.335 0.000182852 17.0085 1 1 5126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2962 861.348 5.20745e-06 8.07654 3.326e-07 0.001 5249 LS failed, Hessian reset
2999 861.351 4.81534e-06 7.81172 4.173e-07 0.001 5333 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3065 861.371 0.000128761 34.8391 1.88e-06 0.001 5461 LS failed, Hessian reset
3099 861.386 0.00157988 42.6626 1 1 5502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3191 861.395 1.35871e-05 14.9102 1.18e-06 0.001 5667 LS failed, Hessian reset
3199 861.396 3.68077e-06 7.58208 0.2354 0.2354 5676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3208 861.396 2.0113e-05 6.22496 2.913e-06 0.001 5719 LS failed, Hessian reset
3232 861.397 2.98715e-06 3.93127 3.024e-07 0.001 5793 LS failed, Hessian reset
3247 861.397 1.22181e-06 2.91685 0.2757 1 5811
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 964.323 0.000617454 48.2378 0.671 0.671 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 970.689 0.0234895 55.6585 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 971.728 0.0222413 86.6235 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1022.03 0.0353443 351.721 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 972.612 0.00307226 18.589 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1025.82 0.000966901 71.5964 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
495 974.187 2.22002e-05 34.6438 3.132e-07 0.001 634 LS failed, Hessian reset
499 974.189 9.97859e-05 13.3899 1 1 638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1030.74 0.0167778 202.997 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
559 974.716 2.07748e-05 37.6639 4.233e-07 0.001 746 LS failed, Hessian reset
593 975.089 2.16061e-05 39.1805 6.557e-07 0.001 824 LS failed, Hessian reset
599 975.091 8.50019e-06 9.252 0.8336 0.8336 830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1031.89 0.00141732 95.3606 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 975.293 0.00072823 13.1691 1 1 945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
759 975.362 2.81262e-06 5.41397 3.62e-07 0.001 1058 LS failed, Hessian reset
499 1034.55 0.00685542 56.825 1 1 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
790 975.442 7.77182e-06 13.6841 2.996e-07 0.001 1139 LS failed, Hessian reset
799 975.48 0.00865516 95.8696 2.907 0.2907 1150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
855 975.625 9.58299e-06 3.96826 1.604e-06 0.001 1257 LS failed, Hessian reset
599 1035.05 0.0110987 97.6061 0.8654 0.8654 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
871 975.65 1.68006e-05 12.8142 3.87e-06 0.001 1341 LS failed, Hessian reset
899 975.692 0.000901598 30.4555 1 1 1371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1109.13 0.183489 1509.48 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1090 0.0141784 43.7771 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1039.95 0.0017713 295.853 0.4656 0.4656 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1155.12 0.0014768 17.781 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 975.838 0.000190556 18.0795 0.08413 1 1482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1041.95 0.00158658 97.9819 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1091.3 0.00153095 48.158 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1173.57 0.00194402 166.422 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1042.34 0.0126902 84.2028 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1157.04 0.000809485 22.2026 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1094.67 0.00361794 417.275 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1213.96 0.00528692 397.533 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1087 976.016 1.08538e-05 21.6627 6.096e-07 0.001 1654 LS failed, Hessian reset
1099 976.075 0.000442791 9.85022 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1043.09 0.000786173 25.2426 0.6031 0.6031 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1099.14 0.0428365 267.969 0.451 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1216.61 0.00120335 78.9507 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1043.82 0.00217032 69.0235 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1158.64 4.41996e-05 13.962 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1186 976.678 3.5168e-05 61.7123 3.381e-07 0.001 1815 LS failed, Hessian reset
1199 976.712 0.00302283 68.357 1 1 1829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1044.29 0.000178393 8.08885 0.5718 0.5718 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1100.39 0.00119011 72.2575 0.8096 0.8096 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1159.47 0.00311485 219.35 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1223.83 0.012728 33.7855 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1100.71 0.000943135 21.6815 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1247 976.801 5.59324e-06 11.013 5.006e-07 0.001 1947 LS failed, Hessian reset
1299 1044.39 0.00157719 74.0982 1 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1160.27 0.00202538 59.8041 0.9189 0.9189 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1224.75 0.00334431 217.718 0.2714 0.2714 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 976.908 0.000593517 4.60946 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1101.83 0.0213223 237.981 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1044.96 0.011507 59.4567 0.3989 1 1572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1225.9 0.000627547 31.3541 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1301 976.908 1.6709e-05 6.61167 3.843e-06 0.001 2055 LS failed, Hessian reset
699 1226.39 8.59372e-05 19.1478 0.2665 0.2665 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1161.92 0.00028497 11.5129 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1104.57 0.00237604 20.5829 0.149 0.9285 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
802 1104.57 2.36744e-05 29.0422 1.329e-06 0.001 951 LS failed, Hessian reset
799 1162.57 0.00867804 29.5034 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1045.33 0.00536287 33.0432 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1217.61 0.0140781 325.505 1 1 127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1371 977.001 3.04738e-05 15.3266 1.878e-06 0.001 2168 LS failed, Hessian reset
799 1226.64 0.000437571 41.1314 0.8478 0.8478 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1163.29 0.00087009 42.1188 0.9715 0.9715 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1104.81 0.000545583 55.0939 1 1 1063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1045.52 0.00204593 9.862 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1226.83 0.00509483 40.4748 1 1 993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 977.038 0.000481502 25.0508 1.801 0.1801 2198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1448 977.083 1.73486e-05 6.61744 1.471e-06 0.001 2297 LS failed, Hessian reset
932 1163.58 6.03475e-06 9.4923 2.53e-07 0.001 1099 LS failed, Hessian reset
1485 977.115 7.31061e-06 7.90619 1.91e-06 0.001 2378 LS failed, Hessian reset
99 1220.73 0.0444613 431.46 1 1 114 1499 977.132 0.000123529 68.6801 0.1383 0.1383 2394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1163.74 0.00626109 121.781 0.2662 1 1171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1046.02 0.00206513 74.4073 0.1698 1 1913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1105.65 0.0439122 256.347 1 1 1170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1504 977.133 2.40298e-06 3.54703 2.684e-07 0.001 2438 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1227.24 0.00104127 7.40277 1 1 1103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1244.26 0.00498154 227.156 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1706 1046.03 7.36289e-06 15.1471 3.889e-07 0.001 1973 LS failed, Hessian reset
1552 977.16 1.27661e-05 16.8434 9.592e-07 0.001 2545 LS failed, Hessian reset
1099 1106.3 5.04909e-05 17.2845 1 1 1273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1319.37 0.0240484 169.59 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 977.194 0.000108936 8.75977 0.1117 1 2599
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1741 1046.17 7.77171e-06 14.3038 4.51e-07 0.001 2056 LS failed, Hessian reset
1199 1106.5 0.00399835 81.1587 1 1 1385
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1228.3 0.00219703 24.5065 1 1 1212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1262.21 0.00373985 145.606 0.6125 0.6125 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1163.95 0.000123732 15.5643 1 1 1281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1334 0.0155383 529.333 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1613 977.201 2.99674e-06 4.00631 2.582e-07 0.001 2656 LS failed, Hessian reset
1299 1106.81 0.00042411 16.2085 1 1 1499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1046.19 0.0062582 26.7427 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1643 977.214 4.64483e-06 8.20472 8.676e-07 0.001 2731 LS failed, Hessian reset
399 1342.99 0.00138951 82.9357 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1269.44 0.00318811 72.304 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1828 1046.21 8.00593e-06 9.01767 1.184e-06 0.001 2197 LS failed, Hessian reset
1199 1229.62 0.000121548 29.206 0.1989 0.1989 1322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1158 1164.08 3.32019e-06 7.14677 3.242e-07 0.001 1388 LS failed, Hessian reset
1199 1164.16 0.00121381 14.8426 1 1 1433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1877 1046.22 5.45054e-06 9.59488 2.656e-07 0.001 2304 LS failed, Hessian reset
1699 977.239 0.00219308 10.5038 1 1 2795 499 1348.99 0.00216401 111.599 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1229.92 0.00175631 15.8965 1 1 1431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1276.19 0.00858748 199.564 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1046.22 0.000447259 30.1094 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1234 1164.19 4.08446e-06 9.14476 3.587e-07 0.001 1519 LS failed, Hessian reset
1766 977.291 4.7808e-06 6.87264 7.957e-07 0.001 2923 LS failed, Hessian reset
1399 1107 0.00030463 33.1615 0.4603 0.4603 1620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1352.56 0.0147331 518.719 1 1 657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1164.27 0.000245596 12.486 1 1 1596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1915 1046.23 2.69787e-06 5.6601 3.107e-07 0.001 2389 LS failed, Hessian reset
1785 977.298 3.51964e-06 5.97231 9.996e-07 0.001 2988 LS failed, Hessian reset
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1107.16 0.000322857 13.7464 1 1 1727
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1282.41 0.00427395 58.5162 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 977.3 0.000110118 2.74356 0.7613 0.7613 3004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1230.14 0.000133997 10.9143 1 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1957 1046.23 6.29598e-06 12.1648 5.567e-07 0.001 2480 LS failed, Hessian reset
1325 1164.28 5.43006e-06 11.0095 4.936e-07 0.001 1670 LS failed, Hessian reset
699 1282.57 0.000315612 34.4094 0.9679 0.9679 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1813 977.307 6.03701e-06 8.70817 1.078e-06 0.001 3102 LS failed, Hessian reset
1599 1107.22 0.000529675 24.4113 1 1 1843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1828 977.312 2.86354e-06 3.47985 2.535e-07 0.001 3162 LS failed, Hessian reset
1981 1046.24 1.96436e-06 3.9883 3.01e-07 0.001 2560 LS failed, Hessian reset
699 1354.45 0.0546594 295.278 1.48 0.148 767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1046.24 0.000117277 4.93876 1 1 2584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1230.28 0.00458932 39.627 1 1 1646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2001 1046.24 2.00425e-06 4.26847 3.099e-07 0.001 2632 LS failed, Hessian reset
99 1311.2 0.0191662 1767.98 0.3388 1 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1845 977.316 3.16069e-06 4.73524 2.707e-07 0.001 3246 LS failed, Hessian reset
2021 1046.24 1.27948e-06 2.99187 3.314e-07 0.001 2695 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1883 977.326 5.85371e-06 9.8086 4.543e-07 0.001 3332 LS failed, Hessian reset
1899 977.328 0.000113066 13.7385 10 1 3350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1164.4 0.00701823 76.1245 1 1 1757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1283.55 0.00164109 95.629 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1369.27 0.0278751 591.956 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1361.56 0.00221547 73.9257 1 1 875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1940 977.352 1.14913e-05 14.1355 2.521e-07 0.001 3440 LS failed, Hessian reset
1699 1107.28 0.000215267 4.36858 1 1 1960
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1230.44 0.00217931 94.9684 1 1 1761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1164.67 0.00256215 21.074 1 1 1864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1604 1230.44 4.11252e-06 7.81274 2.255e-07 0.001 1813 LS failed, Hessian reset
1956 977.383 4.11032e-06 7.41922 5.359e-07 0.001 3516 LS failed, Hessian reset
1799 1107.49 0.000414464 53.04 1 1 2078
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1284.73 0.00613905 54.3163 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1400.17 0.0278394 330.756 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1537 1164.81 6.7569e-06 12.4671 7.061e-07 0.001 1961 LS failed, Hessian reset
1997 977.398 5.03771e-06 8.84434 3.115e-07 0.001 3619 LS failed, Hessian reset
1999 977.398 1.42409e-05 3.6574 1 1 3621
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1285.46 0.000337952 14.8007 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1366.05 0.00408646 25.2037 1 1 992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2039 977.411 1.15531e-05 5.81081 2.707e-06 0.001 3723 LS failed, Hessian reset
1899 1107.64 0.000212913 27.4545 0.2497 0.2497 2196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1695 1230.56 1.97158e-05 42.0863 2.952e-07 0.001 1958 LS failed, Hessian reset
1099 1285.73 0.000836105 120.707 0.3353 0.3353 1220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1230.56 2.22608e-05 5.56317 1 1 1962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2056 977.417 6.20648e-06 11.7507 3.493e-07 0.001 3793 LS failed, Hessian reset
1599 1164.9 0.000205547 29.3485 0.5489 0.5489 2037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1367.02 0.00250502 159.864 1 1 1099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2075 977.421 3.21116e-06 6.26851 4.754e-07 0.001 3867 LS failed, Hessian reset
2099 977.425 0.000136223 34.3974 0.4966 0.4966 3897
1939 1107.73 1.80863e-05 24.4239 1.144e-06 0.001 2306 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1419.9 0.159927 459.281 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1165.05 0.00115447 19.1002 1 1 2155
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1286.03 0.000292586 24.0499 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 977.484 0.0173109 36.0064 3.687 0.3687 4023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1107.95 0.000666205 10.0469 0.9146 0.9146 2374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1428.73 0.00723515 343.873 0.519 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1758 1165.09 1.08042e-05 19.6861 7.791e-07 0.001 2269 LS failed, Hessian reset
1299 1286.82 0.00542451 33.3202 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1788 1230.72 4.46306e-06 10.5317 3.387e-07 0.001 2119 LS failed, Hessian reset
1799 1230.73 0.00023507 16.4814 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1165.13 0.000491246 29.2288 1 1 2318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2273 977.826 8.60725e-06 13.6358 2.823e-07 0.001 4154 LS failed, Hessian reset
2055 1108.09 1.4198e-05 27.224 6.841e-07 0.001 2470 LS failed, Hessian reset
1099 1367.73 0.00131317 33.3384 0.9732 0.9732 1209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1108.15 6.90894e-05 6.4872 0.8074 0.8074 2520
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1434.47 0.0205753 463.804 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2289 977.88 6.53086e-06 9.74552 7.372e-07 0.001 4226 LS failed, Hessian reset
2299 977.897 0.0120948 66.2353 1 1 4239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1367.97 0.013941 73.6264 1 1 1318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1287.14 0.000661002 80.2397 0.4168 0.4168 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1230.81 0.000646739 33.0633 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1844 1165.17 1.42316e-05 27.0461 4.303e-07 0.001 2428 LS failed, Hessian reset
1916 1230.83 7.17971e-06 15.3861 2.673e-07 0.001 2314 LS failed, Hessian reset
2165 1108.33 9.49107e-05 38.4434 1.046e-06 0.001 2661 LS failed, Hessian reset
1499 1287.57 0.00125255 25.6241 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1437.06 0.00657464 130.632 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1874 1165.19 3.92084e-06 7.70955 3.143e-07 0.001 2505 LS failed, Hessian reset
1299 1368.06 0.00087609 55.466 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1108.38 0.0015017 17.456 1 1 2698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1230.88 0.000614322 16.7447 0.4553 1 2411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1165.2 9.16006e-05 5.79026 1 1 2532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2372 978.04 3.59277e-05 59.2021 1.111e-06 0.001 4372 LS failed, Hessian reset
2208 1108.38 2.6676e-05 53.4753 2.834e-07 0.001 2751 LS failed, Hessian reset
2399 978.108 0.000168499 20.4106 1 1 4402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1368.96 0.000606725 55.4996 0.09635 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1230.91 1.42597e-05 3.29652 0.6011 0.6011 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1437.39 0.00225956 45.4524 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2422 978.16 1.51952e-05 27.71 3.971e-07 0.001 4475 LS failed, Hessian reset
1599 1287.9 0.00189562 83.9861 0.9576 0.9576 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2440 978.185 4.24294e-06 7.34669 2.857e-07 0.001 4548 LS failed, Hessian reset
1499 1369.42 0.0048629 110.464 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1108.49 0.00231885 33.3751 1 1 2858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1604 1287.9 1.89483e-06 5.12667 3.316e-07 0.001 1833 LS failed, Hessian reset
2499 978.232 0.00498174 22.7226 1 1 4614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2327 1108.5 2.26561e-06 5.25701 4.949e-07 0.001 2931 LS failed, Hessian reset
1967 1165.23 1.50967e-05 24.1025 6.316e-07 0.001 2659 LS failed, Hessian reset
2159 1230.96 1.3171e-05 12.4434 1.065e-06 0.001 2650 LS failed, Hessian reset
899 1438.94 0.00223514 41.6202 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2516 978.234 9.29394e-06 14.4053 2.834e-07 0.001 4682 LS failed, Hessian reset
2366 1108.52 5.00421e-06 10.4598 3.609e-07 0.001 3019 LS failed, Hessian reset
1699 1288.48 0.00635645 166.345 1 1 1946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1231 0.000638926 43.7012 0.5258 1 2692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1108.54 3.46691e-05 13.2725 1 1 3055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1165.25 2.74082e-05 5.06523 0.28 0.9132 2695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1440.45 0.00167288 52.1122 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2469 1108.58 7.46023e-06 10.5982 1.004e-06 0.001 3185 LS failed, Hessian reset
2299 1231.08 0.000143876 7.38712 1 1 2809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2062 1165.26 1.04508e-05 4.33484 1.075e-06 0.001 2813 LS failed, Hessian reset
2590 978.301 2.22513e-06 4.69799 4.207e-07 0.001 4819 LS failed, Hessian reset
2499 1108.6 0.00010035 24.5158 1 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1370.1 0.000545591 44.9128 1 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 978.306 0.000392663 34.9204 1 1 4830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1288.9 0.000144162 8.68696 1 1 2061
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2616 978.308 8.894e-06 14.032 2.775e-07 0.001 4890 LS failed, Hessian reset
2091 1165.27 4.15209e-06 9.16921 3.747e-07 0.001 2903 LS failed, Hessian reset
2099 1165.27 0.000419914 24.2869 0.401 1 2915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1441.53 0.00470154 122.064 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2633 978.313 3.07143e-06 6.03152 4.393e-07 0.001 4953 LS failed, Hessian reset
1699 1370.23 0.00029361 13.7615 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 978.322 4.99762e-06 5.61553 0.4731 0.4731 5036
2363 1231.1 1.05544e-05 4.99265 3.12e-06 0.001 2930 LS failed, Hessian reset
2133 1165.27 3.92786e-06 7.40287 6.028e-07 0.001 3000 LS failed, Hessian reset
1899 1289.13 0.00546868 120.38 1 1 2170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1231.11 2.16867e-05 5.13981 0.3468 0.9685 2975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1165.28 6.96525e-05 15.1974 0.612 0.612 3074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2592 1108.62 3.23826e-05 39.877 2.222e-07 0.001 3380 LS failed, Hessian reset
2599 1108.63 0.000813872 40.6556 1 1 3387
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2414 1231.12 8.9932e-06 10.432 2.006e-07 0.001 3069 LS failed, Hessian reset
1799 1370.42 0.0210016 68.2605 1.866 0.1866 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2227 1165.32 9.41615e-06 18.7023 2.935e-07 0.001 3150 LS failed, Hessian reset
1199 1441.74 0.000648576 59.2077 0.03206 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1289.61 0.00617218 191.526 1 1 2279
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2745 978.414 2.59548e-05 46.8725 3.412e-07 0.001 5145 LS failed, Hessian reset
2299 1165.35 0.000105436 16.2814 0.5501 0.5501 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2630 1108.65 4.92322e-06 5.10111 1.279e-06 0.001 3475 LS failed, Hessian reset
2449 1231.17 3.08766e-06 5.21165 2.186e-07 0.001 3153 LS failed, Hessian reset
2099 1289.78 0.0218493 241.285 1 1 2390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1370.54 0.00607272 78.1204 0.4433 0.8991 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 978.501 8.25291e-05 6.86283 1 1 5212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1442.06 0.001788 73.1655 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1231.17 0.00145392 9.77777 1 1 3214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2339 1165.37 3.49214e-06 7.47141 4.242e-07 0.001 3317 LS failed, Hessian reset
2838 978.518 7.64681e-06 4.8368 1.22e-06 0.001 5325 LS failed, Hessian reset
2199 1290.38 0.000910989 40.798 1 1 2505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2877 978.525 2.31978e-05 11.0558 1.381e-06 0.001 5415 LS failed, Hessian reset
2399 1165.39 3.64974e-05 3.6722 1 1 3391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2697 1108.66 2.28527e-06 5.05712 4.612e-07 0.001 3599 LS failed, Hessian reset
2699 1108.66 1.2369e-05 3.63706 1 1 3601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2549 1231.2 6.65978e-06 14.3294 3.303e-07 0.001 3316 LS failed, Hessian reset
2899 978.529 5.61824e-05 22.1495 0.9532 0.9532 5443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1370.79 0.00362415 86.6921 1 1 2229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1442.34 0.00252667 100.686 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2580 1231.22 5.08254e-06 7.88482 1.309e-06 0.001 3390 LS failed, Hessian reset
2599 1231.23 0.000585372 17.9851 1 1 3412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1290.67 0.00282924 105.783 1 1 2621
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2615 1231.23 6.85361e-06 8.03306 2.207e-06 0.001 3473 LS failed, Hessian reset
2926 978.532 2.5315e-06 4.65314 3.068e-07 0.001 5526 LS failed, Hessian reset
2099 1370.99 8.72708e-05 8.1532 1 1 2344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2759 1108.67 2.076e-05 18.7789 1.368e-06 0.001 3717 LS failed, Hessian reset
1499 1442.6 0.0120366 231.105 0.2475 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2483 1165.42 6.52655e-06 11.9557 5.528e-07 0.001 3543 LS failed, Hessian reset
2399 1290.73 0.00270272 26.7143 1 1 2734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1165.42 0.000171784 23.4645 0.8833 0.8833 3561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2942 978.537 3.51354e-06 6.57489 3.753e-07 0.001 5594 LS failed, Hessian reset
2792 1108.68 2.93549e-06 5.44095 6.84e-07 0.001 3794 LS failed, Hessian reset
2132 1371.14 4.23845e-06 10.6631 2.086e-07 0.001 2427 LS failed, Hessian reset
2799 1108.68 0.00132293 60.3617 10 1 3803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2509 1165.43 1.67087e-06 3.65448 3.552e-07 0.001 3630 LS failed, Hessian reset
1599 1442.77 0.00152229 80.9364 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2485 1290.78 1.77408e-06 3.77932 2.141e-07 0.001 2879 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2695 1231.24 2.66777e-06 6.88048 4.289e-07 0.001 3607 LS failed, Hessian reset
2999 978.552 0.00263536 16.9672 1 1 5664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2550 1165.43 1.18742e-05 21.6078 2.675e-07 0.001 3732 LS failed, Hessian reset
2818 1108.69 1.46977e-05 9.29541 3.157e-06 0.001 3870 LS failed, Hessian reset
2699 1231.25 0.000182155 17.1788 0.4147 1 3613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2831 1108.69 1.23992e-06 2.89342 3.284e-07 0.001 3929 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2597 1165.44 1.79087e-06 4.05021 4.9e-07 0.001 3829 LS failed, Hessian reset
2199 1371.24 0.000271236 12.8483 0.6494 0.6494 2499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1165.44 4.79035e-06 1.93982 1 1 3831
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3002 978.552 5.41152e-06 9.22155 2.974e-07 0.001 5757 LS failed, Hessian reset
1699 1442.85 6.59944e-05 4.56694 1 1 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1231.26 0.00609077 36.8357 1 1 3742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3020 978.558 5.22521e-06 9.85615 3.348e-07 0.001 5832 LS failed, Hessian reset
2260 1371.32 2.4264e-06 7.05278 2.573e-07 0.001 2617 LS failed, Hessian reset
1799 1443.16 0.000705748 83.8884 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3036 978.562 1.70473e-05 9.52715 1.731e-06 0.001 5896 LS failed, Hessian reset
2872 1231.31 1.05159e-05 16.0451 1.006e-06 0.001 3869 LS failed, Hessian reset
2656 1165.45 3.78178e-06 7.35053 3.041e-07 0.001 3941 LS failed, Hessian reset
2899 1231.39 0.00199074 83.4602 1 1 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 978.571 8.13786e-05 12.9771 1 1 5976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1371.33 0.000220469 10.0687 0.09476 1 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2677 1165.45 4.02101e-06 7.28287 7.466e-07 0.001 4005 LS failed, Hessian reset
2699 1165.45 5.73607e-06 10.7034 0.2166 0.2166 4030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3144 978.581 7.53445e-06 12.217 6.583e-07 0.001 6076 LS failed, Hessian reset
2301 1371.33 9.91446e-06 13.575 1.019e-06 0.001 2707 LS failed, Hessian reset
2999 1231.52 0.000433352 17.3254 0.5219 0.12 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1443.87 0.00725809 120.987 1 1 2126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3191 978.59 2.62946e-06 4.73682 8.913e-07 0.001 6182 LS failed, Hessian reset
2757 1165.45 9.91366e-06 18.6634 3.002e-07 0.001 4146 LS failed, Hessian reset
3099 1231.7 0.00017053 12.8551 1 1 4136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1371.36 0.000225743 36.7751 1 1 2819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 978.59 2.23153e-05 7.1136 0.6883 0.6883 6192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3136 1231.74 1.10636e-05 21.9257 5.118e-07 0.001 4222 LS failed, Hessian reset
1999 1444.26 0.00916093 70.7411 1 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2790 1165.45 6.67324e-06 3.11386 2.732e-06 0.001 4225 LS failed, Hessian reset
2799 1165.45 7.31858e-06 3.82679 0.8845 0.8845 4234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3280 978.601 1.58764e-05 25.2286 8.603e-07 0.001 6333 LS failed, Hessian reset
2807 1165.45 3.82056e-06 6.55103 9.942e-07 0.001 4286 LS failed, Hessian reset
3299 978.607 9.89588e-05 13.2706 1 1 6356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2070 1444.64 3.57769e-05 62.0385 7.695e-07 0.001 2367 LS failed, Hessian reset
2817 1165.45 3.83889e-06 5.63785 9.874e-07 0.001 4339 LS failed, Hessian reset
2499 1371.39 0.000118719 30.8168 0.5175 0.5175 2935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1444.66 0.000313958 35.7913 0.6006 0.6006 2397
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1231.76 0.000311834 42.1088 0.9075 0.09075 4299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 978.617 0.000166977 8.74726 0.3285 1 6483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2859 1165.45 4.16661e-06 7.89213 2.716e-07 0.001 4432 LS failed, Hessian reset
2876 1165.45 3.41473e-06 2.52425 0.372 1 4450
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3245 1231.78 1.29272e-05 4.40473 1.064e-06 0.001 4397 LS failed, Hessian reset
3428 978.622 1.40284e-05 7.08658 1.879e-06 0.001 6560 LS failed, Hessian reset
3299 1231.79 4.06637e-05 8.20296 1 1 4462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3443 978.625 5.38024e-06 9.49973 5.892e-07 0.001 6623 LS failed, Hessian reset
2586 1371.43 6.63738e-06 9.64948 1.242e-06 0.001 3071 LS failed, Hessian reset
2599 1371.43 0.00312306 50.7183 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3349 1231.8 6.44633e-06 5.27572 1.648e-06 0.001 4564 LS failed, Hessian reset
2607 1371.44 1.39005e-06 4.13041 3.364e-07 0.001 3137 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 1444.72 0.000132905 60.9828 0.09905 0.9419 2510
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3458 978.626 4.39488e-06 7.08261 2.847e-07 0.001 6683 LS failed, Hessian reset
3399 1231.8 0.000355424 44.4019 0.05753 0.1577 4624
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 978.627 8.30001e-06 7.66917 0.1713 0.5221 6732
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1444.77 0.000497194 14.4367 1 1 2623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 978.71 0.0163039 100.138 0.8399 0.8399 6846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3407 1231.8 1.13662e-05 6.73532 2.174e-06 0.001 4674 LS failed, Hessian reset
2323 1444.82 2.17855e-05 53.181 7.134e-07 0.001 2706 LS failed, Hessian reset
3475 1231.81 6.71387e-06 5.04201 1.894e-06 0.001 4802 LS failed, Hessian reset
3614 978.776 6.02244e-06 9.37926 9.221e-07 0.001 6921 LS failed, Hessian reset
3499 1231.81 4.90752e-05 11.7073 1 1 4828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3636 978.802 2.67064e-06 5.32108 5.601e-07 0.001 7023 LS failed, Hessian reset
2399 1444.86 0.000294298 40.7562 1 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3532 1231.87 6.93331e-06 16.3717 5.581e-07 0.001 4918 LS failed, Hessian reset
3699 978.858 0.000151739 13.3336 1 1 7104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2438 1444.87 5.33132e-05 2.01078 1 1 2836
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3564 1231.91 1.50593e-05 13.5522 2.234e-06 0.001 4991 LS failed, Hessian reset
3599 1231.93 0.00103958 32.88 0.4103 1 5032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3751 978.863 5.40599e-06 10.1201 4.168e-07 0.001 7248 LS failed, Hessian reset
3611 1231.94 6.9821e-06 11.8864 2.204e-07 0.001 5091 LS failed, Hessian reset
3781 978.869 5.87766e-06 11.2626 3.501e-07 0.001 7321 LS failed, Hessian reset
3799 978.871 3.09665e-06 3.17325 0.3522 0.3522 7342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3664 1231.95 4.43106e-06 8.86461 2.355e-07 0.001 5194 LS failed, Hessian reset
3699 1231.95 8.01115e-05 3.77359 1 1 5245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 978.883 0.000265934 18.1069 0.08639 0.7592 7466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3700 1231.95 1.69535e-06 4.14139 4.493e-07 0.001 5286 LS failed, Hessian reset
3943 978.9 8.1697e-05 62.9717 9.474e-07 0.001 7584 LS failed, Hessian reset
3799 1231.97 0.000195624 5.61375 1 1 5411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3961 978.932 2.76431e-06 4.94322 2.889e-07 0.001 7648 LS failed, Hessian reset
3814 1231.97 1.99542e-06 3.70869 2.21e-07 0.001 5470 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3999 978.95 0.000955284 73.9086 0.4075 1 7692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4062 978.959 1.43099e-06 3.09888 4.642e-07 0.001 7823 LS failed, Hessian reset
4099 978.962 0.000321324 16.5288 0.4964 0.4964 7866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4113 978.964 7.11608e-06 8.96815 2.492e-07 0.001 7920 LS failed, Hessian reset
4130 978.967 2.63277e-06 5.3631 6.509e-07 0.001 7996 LS failed, Hessian reset
4199 978.973 0.000105967 8.70594 0.4399 1 8090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4271 978.983 2.8593e-06 6.04564 4.604e-07 0.001 8221 LS failed, Hessian reset
4299 978.988 1.8736e-05 4.45776 1 1 8258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 978.996 8.5166e-06 5.81315 0.3058 1 8382
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4443 978.997 7.75198e-06 2.8583 1.491e-06 0.001 8472 LS failed, Hessian reset
4499 978.998 2.03351e-05 5.19945 0.2523 1 8547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4512 979 1.41503e-05 28.1704 4.219e-07 0.001 8616 LS failed, Hessian reset
4599 979.008 7.95393e-05 14.9603 0.206 0.4908 8721
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 979.477 0.0448779 90.7588 1 1 8842
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 979.768 0.00313683 21.3614 0.7993 0.7993 8956
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4812 979.807 1.16931e-05 17.1344 1.072e-06 0.001 9020 LS failed, Hessian reset
4895 979.893 4.43135e-06 8.22842 3.036e-07 0.001 9155 LS failed, Hessian reset
4899 979.893 5.1211e-05 13.138 1 1 9159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4946 979.925 4.0916e-06 6.53804 2.6e-07 0.001 9266 LS failed, Hessian reset
4962 979.934 1.94027e-06 4.13136 3.405e-07 0.001 9333 LS failed, Hessian reset
4999 979.94 1.84926e-05 5.07269 1 1 9382
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5045 979.943 2.13639e-06 4.03951 2.838e-07 0.001 9478 LS failed, Hessian reset
5089 979.946 5.17066e-06 5.05259 2.275e-07 0.001 9579 LS failed, Hessian reset
5099 979.947 1.75773e-05 4.23661 1 1 9590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5152 979.948 1.4653e-06 2.93209 2.868e-07 0.001 9696 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1352.9 0.0218603 389.124 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1409.27 0.11045 1399.28 1 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1452.18 0.0107368 258.052 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1461.02 0.0110271 741.653 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1475.66 0.0798766 183.997 1 1 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1487.3 0.00510126 182.738 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1491.83 0.00329754 139.067 1 1 772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1501.32 0.000112949 76.6043 0.5037 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1502.51 0.0011514 122.062 0.209 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1503.26 0.0124755 99.6199 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1504.93 0.00253252 41.0253 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1505.34 8.794e-05 14.1812 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1505.97 0.000312655 59.8796 0.4774 0.4774 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1413.75 0.019801 746.121 0.3911 0.7822 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1506.23 0.00179417 103.668 0.2817 0.2817 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1417.42 0.0217034 460.863 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1506.41 0.00089813 49.5535 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1444.22 0.0202258 1185.61 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1468.36 0.0102729 242.819 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1483.91 0.00577889 82.4185 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1506.54 0.00261429 44.07 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1522.07 0.00412448 472.738 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1507.63 0.00254295 72.5582 1 1 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1497.53 0.0304579 382.474 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1527.55 0.0015021 252.655 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1508.07 0.00219589 82.8997 0.7178 0.7178 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1558.42 0.0143067 157.754 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1441.03 0.00392861 701.297 0.5259 0.5259 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1512.55 0.0136867 269.821 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1825 1508.12 8.47234e-06 22.8376 5.984e-07 0.001 2079 LS failed, Hessian reset
1899 1508.29 0.000726926 10.8578 1 1 2161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1551.35 0.163031 1694.21 1 1 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1564.56 0.0035034 103.65 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1488.06 0.0348397 506.827 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1522.03 0.00551762 426.088 0.4426 0.4426 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1508.37 0.00178976 46.9871 1 1 2266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1537.15 0.00218022 114.719 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1551.95 0.0015218 344.803 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1583.64 0.0238489 1450.3 0.2652 1 328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1535.64 0.0131313 704.088 0.3175 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1540.49 0.00151747 163.739 0.344 0.7892 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1568.01 0.00549265 766.882 0.1216 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1508.48 0.00084725 25.6507 1 1 2372
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1594.95 0.00574267 207.692 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1605.54 0.114513 858.521 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1508.6 0.000983905 7.27807 1 1 2479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1571.81 0.0257333 838.695 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1634.05 0.0165059 748.145 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1542.42 4.45341e-05 40.3469 0.8729 0.8729 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1635.68 0.0119104 272.995 0.6891 0.6891 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1633.3 0.00184476 527.012 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1575.37 0.0257743 374.579 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1508.63 0.00544363 34.5281 1 1 2591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1697.44 0.00887815 540.168 0.5349 0.5349 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1547 0.00125358 92.8712 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1642.87 0.00124055 400.401 0.2369 0.2369 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1649.04 0.0664437 818.279 1.763 0.1763 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1584.32 0.0101354 278.778 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1717.71 0.00171685 811.945 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1508.79 0.0044941 65.0511 0.214 1 2701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1549.6 0.00436504 113.84 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1659.48 0.00406625 147.705 10 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1589.33 0.00492879 199.771 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1646.27 0.00163115 76.8082 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1550.55 0.0103586 184.755 1 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1744.6 0.0387931 425.945 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1508.89 0.000316518 23.1467 0.7441 0.7441 2819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1591.12 0.000760823 92.9906 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1551.27 0.000803771 137.242 0.404 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1651.52 0.00116041 205.148 0.228 0.228 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1508.94 3.8858e-05 22.0257 0.1929 0.1929 2925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1752.72 0.00335627 311.774 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1680.34 0.00124042 120.297 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1592.42 0.00138561 108.342 0.5664 0.5664 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1552.91 0.0184011 149.119 0.4516 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1508.99 0.000195842 14.9791 0.3599 1 3041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1759.14 0.000499976 68.9353 0.8646 0.8646 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1637.27 0.00867728 243.379 0.8296 0.8296 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1557.71 0.000356066 74.775 0.5873 0.05873 1672
899 1658.34 0.00378695 242.207 0.4688 0.4688 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1692.31 0.0489222 445.744 1 1 884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2714 1509 3.37943e-06 10.8951 2.728e-07 0.001 3104 LS failed, Hessian reset
1399 1592.83 0.000339814 75.727 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1559.65 0.0317958 471.031 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1509.01 3.21823e-05 3.67987 1 1 3209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1702.37 0.00230755 279.675 1 1 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1767.97 0.00436776 631.083 0.5054 0.5054 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1659.62 0.00407656 75.7057 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1735.36 0.0044028 389.388 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2813 1509.01 6.82235e-06 3.13658 1.416e-06 0.001 3274 LS failed, Hessian reset
1699 1561.15 0.00743691 85.4302 1 1 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1593.31 0.00177393 91.6987 0.8142 0.8142 1663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1711.29 0.00303361 144.755 0.9193 0.9193 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1787.84 0.0186781 153.257 1 1 1014
1099 1661.38 0.00252494 119.71 0.5595 0.5595 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2826 1509.01 2.65033e-06 8.04259 2.198e-07 0.001 3333 LS failed, Hessian reset
299 1799.5 0.00630968 618.57 0.7662 0.7662 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1593.85 0.00339403 48.6596 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1718.68 0.00451088 116.526 1 1 1213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1509.03 0.0040491 51.7038 1 1 3419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1561.76 0.000768249 116.046 0.4817 0.4817 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1795.75 0.00154126 227.114 0.314 0.314 1127
1199 1663.03 0.00972196 103.616 0.9372 0.9372 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1597.06 0.00589402 131.563 0.234 1 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1811.65 0.00713131 139.665 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1509.25 0.00725773 82.9507 0.5947 0.5947 3527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1722.41 0.00516602 262.829 0.8059 0.08059 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1562.14 0.0101184 18.1695 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1823.05 0.00543292 1044 0.2046 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1509.45 0.0003227 67.9265 0.1577 0.1577 3638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1601.09 0.00147523 45.5763 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1664.31 8.55152e-05 48.1001 1 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1975 1562.22 6.98311e-06 21.735 2.287e-07 0.001 2246 LS failed, Hessian reset
1099 1797.2 0.00717573 102.371 1 1 1244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1724.37 0.000153796 38.9631 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1562.25 0.000100871 59.7703 0.5414 0.5414 2272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1601.29 0.00460945 124.161 1 1 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1859.5 0.0151693 777.222 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1562.52 0.00122311 57.2318 1 1 2383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1664.83 0.000609578 34.4136 1 1 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3134 1509.6 8.96043e-06 24.9126 3.866e-07 0.001 3733 LS failed, Hessian reset
1399 1728.03 0.0110057 387.954 0.2801 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1601.69 0.0129229 247.344 0.527 0.527 2212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1801.55 0.00203625 124.545 1 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1509.68 0.000574722 27.9796 1 1 3804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1866.05 0.0248834 137.356 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1563.02 0.00190911 118.694 1 1 2487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1731.88 0.00416145 69.8933 1 1 1654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1667.63 0.0159012 281.686 0.2693 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3251 1509.79 9.82556e-06 2.16987 1 1 3867
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 1603.83 0.00842126 248.343 0.4668 1 2324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1802.24 0.00124823 154.593 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1883.02 0.0257506 558.109 0.4166 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1735.61 0.00171018 29.5305 1 1 1760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1563.22 0.00209703 35.6671 1 1 2596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1670.58 0.00185797 166.936 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1808.65 0.23311 1564.64 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1604.73 0.00183834 28.8554 1 1 2433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1736.01 2.54875e-05 16.808 1 1 1873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1885.45 0.00766422 269.48 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1673.3 4.55848e-05 10.713 1 1 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1811.28 0.111467 457.267 1 1 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1563.29 0.00119531 28.9958 0.4051 1 2706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1605.08 0.000176904 28.1138 1 1 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1694.83 0.0152892 568.5 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1813.63 0.00371684 136.754 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1563.35 0.0109979 97.6523 1 1 2821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1890.72 0.00350072 136.903 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1674.25 0.0139351 90.7467 1 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1736.44 0.00351941 58.7572 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1778.56 0.0298043 1095.12 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1605.33 0.00124209 82.5123 0.8747 0.8747 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1563.67 0.000305225 52.5024 1 1 2932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1813.99 0.00103713 71.2857 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1605.67 0.00031752 10.1479 1 1 2772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1675.59 0.0062049 254.851 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1906.44 0.00126781 126.954 1 1 1216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1564.28 0.00436924 92.5924 1 1 3040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1737.01 0.00151603 60.999 0.7798 0.7798 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1852.83 0.0295188 447.433 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1814.5 0.000538019 18.0948 1 1 2016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1675.79 0.0118197 91.628 1.851 0.1851 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1909.36 0.00499598 180.503 1 1 1323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1606 0.000986917 23.836 1 1 2881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1564.35 0.000597681 44.8405 1 1 3163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1899.05 0.000313312 275.148 0.2937 0.2937 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1815.09 0.000761797 168.719 0.4895 0.4895 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1606.26 0.00519359 58.0896 1 1 2991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1676.05 0.00580806 79.4543 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1914.59 0.0350292 325.939 1 1 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1737.2 0.00332607 33.1697 1 1 2218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1564.42 0.00340271 41.2114 1 1 3278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1676.21 0.00102143 33.2135 1 1 2451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1738.16 0.00264283 58.1464 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1815.46 0.000378416 30.5399 0.8916 0.8916 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1904.53 0.0439829 609.034 1 1 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1564.49 4.11211e-05 10.0602 0.8568 0.8568 3393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1606.64 0.000704612 81.472 1 1 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1920.95 0.012578 127.435 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1676.5 0.0113903 74.8678 1 1 2556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1738.28 0.00198293 127.136 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1606.88 0.00348626 127.51 0.2369 1 3210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1815.64 4.1171e-05 14.768 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1917.13 0.000196842 59.4512 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3058 1564.5 1.49206e-05 6.80039 4.673e-06 0.001 3500 LS failed, Hessian reset
2399 1676.63 0.00236845 17.9657 1 1 2672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3070 1564.51 2.90889e-05 2.30794 0.8964 0.8964 3515
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 1921.44 0.00230313 131.704 1 1 1659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1738.54 0.000561525 56.2961 1 1 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1607.31 0.00143392 33.7147 1 1 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1816.13 0.000395997 74.8369 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1935.12 0.000569335 160.254 0.3895 0.3895 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1921.69 0.00167054 68.9208 1 1 1762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1676.68 0.000365022 33.7628 1 1 2783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1738.8 0.000401774 91.4851 0.06434 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1607.49 0.000236336 8.95568 1 1 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1817.04 0.000343333 15.2583 1 1 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1921.88 0.00198851 57.0511 0.3209 1 1870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1958.16 0.00775184 75.5083 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1738.99 0.000275133 29.1473 0.1494 0.1494 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1817.3 0.00626963 237.638 1 1 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1676.72 0.000967306 19.198 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1607.53 0.000120279 15.0237 1 1 3549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1922.35 0.000775596 65.4226 0.5105 0.5105 1980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1739.22 0.00108234 16.8542 1 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1676.93 6.54052e-06 17.5406 0.08752 1 3001
899 1967.44 0.00383606 110.667 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2462 1817.38 1.69226e-05 27.0452 6.976e-07 0.001 2793 LS failed, Hessian reset
2499 1817.45 0.000656857 77.0152 1 1 2834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1607.59 0.000477799 85.1046 0.354 0.354 3663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1739.43 0.00482622 34.6165 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1922.51 0.00339063 207.444 0.9337 0.9337 2091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3323 1607.6 6.88655e-06 18.2698 3.737e-07 0.001 3732 LS failed, Hessian reset
2799 1677.01 0.000117098 38.5301 0.1725 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1971.99 0.00785217 163.845 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1817.51 0.00184066 87.2274 0.9338 0.9338 2945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1607.61 4.49197e-05 22.4869 0.6728 0.6728 3818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1922.8 1.95113e-05 12.2455 1 1 2204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1739.47 0.000510901 40.8522 1 1 3115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1974.43 0.0012083 135.708 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1677.14 0.00108112 32.5507 0.05954 1 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1922.85 0.00016595 6.50173 0.9333 0.9333 2321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1817.56 4.16961e-05 15.585 1 1 3052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3497 1607.65 3.84933e-06 11.8565 4.676e-07 0.001 3988 LS failed, Hessian reset
2999 1677.4 0.000185306 15.4464 1 1 3341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1607.65 3.31801e-05 9.02161 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1739.58 0.000156188 36.5842 1 1 3235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1976.74 0.00768107 337.187 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3537 1607.68 7.60916e-06 5.55304 1.151e-06 0.001 4078 LS failed, Hessian reset
3553 1607.68 2.63481e-05 2.95952 1 1 4098
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 1817.78 0.00384923 49.2946 0.4848 1 3159
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1923.46 0.000266763 108.493 1 1 2431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1677.5 0.000228765 8.84204 1 1 3454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1983.52 0.0151812 640.008 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1739.7 0.00294672 31.2504 1 1 3341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1924.68 0.00407081 15.6103 1 1 2541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1988.32 0.000470404 29.9384 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1677.7 0.000968804 19.5954 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1817.93 0.00197669 60.6387 1 1 3267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1739.93 0.00187233 99.5123 0.3218 1 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1924.76 0.000203143 34.9221 1 1 2643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1818.14 0.00387968 121.092 0.3924 1 3376
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1990.58 0.00258331 98.1089 1 1 1665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1678.01 0.00908422 56.242 1 1 3676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1740.1 1.69449e-05 10.0219 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1818.3 0.00411651 20.4938 1 1 3493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1678.52 0.00624238 99.0188 1 1 3791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1924.82 0.000481161 15.0024 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1992.56 0.000727429 55.8541 0.5687 0.5687 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1740.13 4.35623e-05 9.19371 0.5608 0.5608 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1818.46 0.000163503 22.5254 0.8388 0.8388 3609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1678.66 0.000984431 20.3294 1 1 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3529 1678.75 3.79796e-06 9.35784 1.535e-07 0.001 3980 LS failed, Hessian reset
2599 1924.85 0.00109311 20.3262 1 1 2864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1993.48 0.001596 270.194 1 1 1878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1818.76 0.0242504 197.069 1 1 3717
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1678.78 3.14376e-05 7.01539 1 1 4053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1740.19 3.54401e-05 6.57599 1 1 3786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1925.15 0.000887711 116.877 1 1 2981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1678.83 0.000958299 26.3551 1 1 4163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1994.46 0.00113687 119.697 0.3121 1 1988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1819.04 0.00258663 19.806 1 1 3830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1740.28 0.0243862 55.8734 1 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1678.88 0.000174818 28.3812 0.2382 0.2382 4273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1997.89 0.00337997 74.0821 1 1 2103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1925.23 6.52364e-06 10.1581 0.3386 0.3386 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1819.23 0.00723752 67.5948 1 1 3939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1740.49 0.00541516 85.7666 1 1 4005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1925.35 0.000251596 33.0951 1 1 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1740.63 0.000191994 17.3759 1 1 4113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1819.56 0.00745528 48.1884 1 1 4053
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1998.23 0.000801375 72.9788 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1678.92 0.000335924 12.049 1 1 4388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1925.37 0.000165215 26.7432 0.2174 1 3315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1740.73 0.000694073 47.4174 0.2121 1 4225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1819.65 0.000460997 38.7446 0.2298 1 4168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1998.75 0.000142736 15.4233 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1678.94 0.00283359 35.8692 1 1 4501
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1740.76 0.00102207 28.7913 1 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1998.88 0.000684668 32.1047 1 1 2432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3077 1925.41 5.9038e-06 28.2981 2.05e-07 0.001 3437 LS failed, Hessian reset
3099 1925.42 0.00161253 123.354 1 1 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1819.73 3.08816e-06 3.23605 1 1 4275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1678.95 0.000628592 17.1179 1 1 4610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1740.94 0.000857352 37.4738 1 1 4444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1925.52 4.91797e-05 11.184 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1678.97 0.00952154 11.4668 1 1 4717
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1999.35 0.00489357 76.8656 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3881 1819.77 8.26171e-06 31.0894 2.428e-07 0.001 4404 LS failed, Hessian reset
3899 1819.78 0.000129784 6.41965 1 1 4424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1741.06 0.00174319 31.9051 1 1 4557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2000.22 0.00468148 26.9604 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1679 0.00425534 21.2776 1 1 4823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1925.58 0.000187068 10.9012 1 1 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1819.8 6.3284e-05 16.5278 0.5886 0.5886 4535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1741.09 0.00125181 8.29868 1 1 4663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4355 1679.01 1.9324e-06 6.78909 2.291e-07 0.001 4929 LS failed, Hessian reset
3399 1925.6 0.000246057 18.229 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2001.41 0.170165 225.864 0.6669 0.6669 2784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1679.05 0.00176729 43.4187 1 1 4980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1819.87 5.8102e-05 4.57553 1 1 4644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1925.71 0.000916536 26.4535 1 1 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1741.15 0.00533858 27.9188 1 1 4774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2001.8 0.00462178 87.9888 1 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1679.15 0.00096786 10.0657 1 1 5090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1819.87 0.000201367 9.06062 1 1 4759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1741.27 1.36691e-05 9.72427 0.5046 0.5046 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1925.8 0.00104061 15.0149 1 1 4012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2002.08 0.00034292 57.3082 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1926.83 0.0297222 251.676 1 1 4125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1679.19 0.000664773 26.8953 1 1 5203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2002.45 0.0104552 159.127 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1819.9 0.00134291 69.8269 0.2358 1 4866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1741.39 0.000249355 29.3092 0.7762 0.7762 4998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1679.22 0.00161172 19.737 1 1 5314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4536 1741.39 3.30541e-05 2.49432 1 1 5040
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4746 1679.22 0.000137158 2.30137 0.9976 0.9976 5364
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 1927.24 0.00465133 288.081 0.06785 1 4240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2002.79 0.00573488 64.4554 0.4932 1 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1820.04 0.000134152 28.477 1 1 4974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1927.33 0.00107725 20.1089 1 1 4358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1820.13 0.000737358 17.4921 1 1 5092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4510 1820.13 0.000230655 3.18574 1 1 5106
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 2002.91 0.00150538 44.878 1 1 3341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2003.06 0.000841188 46.443 0.453 1 3450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1927.46 0.000665767 36.0123 1 1 4466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1927.53 0.000731012 79.0012 1 1 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2003.27 0.000752122 58.2119 1 1 3563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1927.63 0.000934842 52.4878 0.7796 0.7796 4687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2003.58 0.000392434 24.6317 5.265 0.5265 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1927.74 0.000293108 30.1455 1 1 4798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2003.71 0.000183504 85.9916 0.2238 0.2238 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2003.82 0.000216571 11.4856 1 1 3903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1927.77 6.01609e-05 4.85582 1 1 4912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1927.79 0.000288634 29.777 1 1 5022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2003.9 0.000460822 42.0532 1.157 0.1157 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1927.81 4.53273e-05 20.4866 0.7734 0.07734 5149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2004.02 0.00521545 285.966 0.4206 1 4132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1927.89 0.00329685 15.8791 0.8441 0.8441 5258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1820.87 0.00604607 557.018 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2004.34 0.000372571 21.7264 1 1 4249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1927.97 0.00530219 39.4965 1 1 5360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1934.38 0.229798 569.766 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2004.43 0.00268013 74.2167 1 1 4357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1928.01 0.000137632 10.6054 1 1 5473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2004.74 0.000890042 14.9501 1 1 4468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1960.75 0.00215364 294.314 1 1 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1928.04 0.00027304 13.9814 0.3076 1 5589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2004.88 0.000106958 47.6329 1 1 4576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2006.18 0.169783 407.958 1 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 1928.14 9.40243e-05 13.6435 1 1 5701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2004.97 0.0031282 22.9914 1 1 4686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2027.34 0.00479373 1166.09 0.1707 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 1928.18 0.000785781 47.0451 0.682 0.0682 5810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2005.13 0.0156106 64.8323 1 1 4797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 1928.25 0.000240926 77.1187 0.5154 0.5154 5919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2036.74 0.00625217 203.369 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1827.32 0.0204022 715.165 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2005.35 0.000891269 107.036 1 1 4918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 1928.28 0.00121347 26.3085 1 1 6031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2051.03 0.00641162 481.328 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2005.45 0.00135041 173.204 0.9955 0.9955 5030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1930.88 0.0608872 614.443 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 1928.35 2.11132e-05 13.2092 0.7214 0.7214 6148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2056.54 0.0017429 285.639 0.7237 0.7237 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 1928.37 5.36247e-05 23.22 0.06812 0.06812 6265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2005.52 0.000590012 74.6678 1 1 5144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1992.8 0.0133238 306.728 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4650 2005.53 9.49872e-05 4.02178 1 1 5203
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5675 1928.38 3.97856e-05 2.52581 1 1 6353
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 2059.78 0.00153319 125.997 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2006.35 0.00927318 1180.63 0.1666 0.1666 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2061.61 0.00118939 231.211 0.4386 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2024.38 0.0260023 264.244 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2068.1 0.0135916 202.371 1 1 1220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2060.49 0.00336692 224.376 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2079.02 0.0202064 459.053 0.4032 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2071.66 0.00476835 210.043 0.5166 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2090.85 0.0283074 112.493 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2078.75 0.0411377 967.383 0.3263 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2092.44 0.000551311 38.285 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2084.44 0.0015676 71.0643 0.7035 0.7035 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1882.23 0.00255337 732.926 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2093.76 0.000322757 215.125 0.3094 0.3094 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2085.82 0.00159162 92.1139 1 1 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2099.39 0.0344265 191.667 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1999.68 0.00712508 215.108 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2087.42 0.00124413 116.093 1 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2048.28 0.023679 233.655 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2100.37 0.00279098 33.3657 1 1 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2090.4 0.000598332 99.0539 1 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2077.91 0.00170168 258.052 0.4241 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2101.09 0.000872617 141.397 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2100.39 0.00131587 184.515 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2103.88 0.000919721 189.903 0.157 0.157 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2089.8 0.00175079 262.994 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2102.79 0.0358358 1154.59 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2114.77 0.137438 2349.64 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2106.6 0.00504237 101.858 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2147.84 0.0120815 835.257 0.4086 0.4086 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2106.04 0.00925344 55.4274 1 1 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2108.03 0.00957739 383.538 1 1 2322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2174.94 0.00984963 345.787 0.7283 0.7283 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2107.56 0.000458265 52.6342 1 1 1797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2109.6 0.00577075 215.954 1 1 2429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2185.96 0.0285615 167.685 1 1 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2108.07 0.0050161 167.842 1 1 1904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2110.1 0.000859915 35.6179 1 1 2541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2188.93 0.00304077 389.863 0.3609 0.3609 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2112.49 9.92427e-05 102.543 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2110.33 0.000301873 39.1532 1 1 2650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2113.41 0.000171133 56.5248 1.01 0.101 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2110.45 0.000363757 48.4782 0.7737 0.7737 2760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2201.27 0.00687492 188.761 0.517 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2110.59 0.000541006 107.307 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2113.76 6.81302e-05 24.9755 1 1 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2207.54 0.00019094 247.86 0.979 0.979 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2114.59 0.00241257 29.8972 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2218.86 0.0861147 616.498 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2111.18 0.00436823 141.988 1 1 2984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2116.22 0.00964239 105.388 1.348 0.1348 2451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2224.06 0.000174648 170.518 1 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2090.79 0.00404291 419.569 0.4987 0.4987 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2015.62 0.0111655 934.846 0.4987 0.4987 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2118.99 0.00286184 142.187 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2111.66 0.00037566 19.8612 3.178 0.3178 3097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2120.37 0.408803 1087.98 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2226.8 0.000499134 169.317 0.5513 0.5513 1665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2111.79 0.000215768 45.8462 1 1 3211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2074.59 0.0458418 506.71 0.4724 0.9188 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2196.82 0.0113864 1021.04 0.1961 0.1961 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2120.05 0.00277289 151.219 1 1 2679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2159.73 0.000787333 220.842 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2229.34 0.00247891 89.0617 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2111.94 0.000338583 23.6108 1 1 3321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2120.43 0.000449677 26.7721 1 1 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2207.63 0.0012735 337.525 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2136.07 0.0674564 540.103 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2214.71 0.225498 2244.56 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2112.08 0.000442932 118.177 0.2202 1 3433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2231.46 0.000736885 226.283 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2120.57 0.00517003 105.909 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2217 0.000571709 159.491 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2166.47 0.0128508 422.64 0.4474 0.4474 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2112.19 0.000228921 27.8375 0.8221 0.8221 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2232.9 0.000924543 86.8182 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2285.84 0.0130861 2005.26 0.7414 0.7414 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2225.99 0.0031283 344.665 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2120.95 0.000160281 21.4449 1 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2112.31 0.0102897 143.049 0.4683 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2191.55 0.0375374 1930.22 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2235.48 0.0016744 265.167 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2239.6 0.0265474 769.939 0.8045 0.8045 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2303.24 0.000925755 93.416 0.9274 0.9274 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2200.26 0.00228639 851.421 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2121.5 0.00149794 273.221 0.317 0.0317 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3398 2112.42 6.65084e-06 15.164 1.349e-06 0.001 3815 LS failed, Hessian reset
3399 2112.42 6.35736e-06 10.5401 1 1 3816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2250.03 0.010443 168.037 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2269.61 0.01044 717.972 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2315.17 0.0112301 1551.7 0.0583 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2121.87 0.00145661 27.9489 1 1 3237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2241.36 0.00900108 212.478 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2251.6 0.000259288 110.012 1 1 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2112.48 0.000261727 53.2604 0.4649 0.4649 3930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2275.04 0.000520379 190.335 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2121.93 0.00344259 14.6597 1 1 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2262.7 0.0107954 825.467 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2342.54 0.00207079 1216.99 0.197 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2253.3 0.003013 64.4388 1 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2282.97 0.00264136 258.767 1 1 988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2112.51 0.000587731 15.3011 1 1 4044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2356.06 0.000681342 85.2916 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2122.07 0.000190414 54.8572 0.08071 1 3459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2277.28 0.00992163 333.164 1 1 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2257.79 0.00195402 66.0812 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2287.64 0.024705 471.002 0.3773 1 1096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3682 2112.56 5.28646e-06 19.3528 4.923e-07 0.001 4192 LS failed, Hessian reset
3699 2112.57 4.07297e-05 35.8623 0.7661 0.7661 4210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2122.14 0.00154236 34.2741 1 1 3570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2359.22 0.00155845 474.439 0.2191 0.02191 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2296.74 0.0079374 909.365 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2305.72 0.00210916 118.075 1 1 1203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2259.58 0.000526431 76.547 0.2651 0.2651 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2304.3 0.000373194 167.861 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3773 2112.59 9.3567e-05 3.14987 1 1 4291
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3299 2122.2 0.00058397 34.8459 1 1 3676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2370.31 0.0044887 395.995 0.1007 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2260.16 0.00016356 40.6942 0.2046 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2122.33 0.00544579 80.1849 1 1 3786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2314.97 0.00134956 445.797 0.1988 0.1988 1314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3412 2122.34 7.03918e-05 3.96699 1 1 3801
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 2313.5 0.00255887 466.968 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2376.37 0.00704852 399.4 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2260.43 1.90073e-05 23.695 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2323.48 0.00082295 377.681 0.2762 0.2762 1429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2394.23 0.0728569 495.018 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2316.73 0.00125374 246.624 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2260.56 0.0033388 44.4904 1 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2329.88 0.019624 484.097 1 1 1536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2403.82 0.0167017 143.275 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2318.1 0.0021623 180.863 0.9461 0.9461 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2260.69 0.000531441 52.8144 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2342.32 0.00163745 264.409 0.7866 0.7866 1649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2409.16 0.000495913 137.065 1 1 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2320.58 0.00153292 200.532 1 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2346.73 0.000462852 84.0892 0.7695 0.7695 1753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2261.68 0.00309724 122.685 0.9399 0.9399 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2162.48 0.0151777 1233.45 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2327.09 0.0263116 1091.71 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2411.27 0.000222999 175.949 0.5572 0.5572 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2349.81 0.000604677 127.234 1 1 1875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2263.7 0.0138713 181.264 0.4569 0.4569 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2255.17 0.00855152 568.234 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2330.92 0.00131275 505.029 0.7451 0.7451 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2264.56 0.00171993 82.9332 0.6874 0.6874 3453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2355.01 0.000848257 521.498 0.6925 0.6925 1982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2260.83 0.0747235 3285.24 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2332.12 0.000177099 72.2252 1 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2301.54 0.0204653 725.833 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2413.09 0.00257526 102.639 1 1 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2265.34 0.0268101 242.79 1 1 3568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2368.75 0.0873258 810.788 1 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2332.94 0.000914661 124.615 1 1 2120
399 2329.95 0.014107 872.129 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2321.88 0.0110962 392.548 0.9681 0.9681 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2265.81 0.00914966 444.04 1 1 3676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2414.54 0.00148339 47.7665 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2383.29 0.00811708 338.514 1 1 2207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2266.46 0.00465695 186.132 0.5435 0.05435 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2355.86 0.0292142 854.832 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2374.22 0.00761524 350.196 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2333.23 0.00562636 186.961 0.4349 1 2235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2416.32 0.00128315 40.5924 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2384.39 0.000246255 61.6488 0.2441 0.2441 2316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2418.77 0.00255414 65.7786 1 1 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2334.05 0.000157542 50.8164 0.3655 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2423.41 0.00491782 226.143 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2377.54 0.00102625 153.969 1 1 677
3499 2266.73 0.00626156 229.606 1 1 3899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2384.56 0.001046 98.2534 1 1 2425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2336.52 0.00357632 70.9828 0.3539 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2436.02 0.000370064 203.153 0.2772 0.2772 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2385.17 0.000110053 132.459 0.5508 0.5508 2531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2423.26 0.125777 1166.63 0.9999 0.9999 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2393.57 0.00229193 216.6 0.6429 0.6429 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2267.35 5.54329e-05 45.4339 0.7861 0.7861 4008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2337.39 0.00480983 502.127 0.2576 0.2576 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2431.11 0.0327559 1029.42 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2267.57 0.00103125 56.0666 1 1 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2449.75 0.00712478 1705.55 0.2383 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2416.07 0.00327423 369.292 0.8306 0.8306 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2385.38 0.000383495 26.3008 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2338.4 0.00170304 173.66 1 1 2679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2267.74 0.0174361 148.699 1 1 4225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2339.44 0.00303264 244.235 0.3938 1 2787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2434.75 0.00222479 121.468 1 1 2453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2386.14 0.00362624 84.0137 0.4228 1 2771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2459.88 0.0208932 622.837 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2267.81 0.000387671 13.5172 1 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2419.15 0.00212293 321.447 0.4483 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2437.21 0.000510025 19.6885 1 1 2561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2469.28 0.0153548 212.997 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2388.5 0.00228267 216.248 0.261 0.261 2881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2339.7 3.84956e-05 128.784 0.03422 1 2903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2267.84 0.00159172 91.6439 0.4864 1 4445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2444.71 0.0590473 1344.58 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2437.66 0.000331241 59.5988 1 1 2674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2477.75 0.00540336 248.916 1 1 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2267.86 4.24038e-05 7.01453 1 1 4558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2340.71 0.000448829 92.4383 1 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2390.77 0.0015319 240.359 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2490.82 0.0083344 1161.63 0.5706 0.5706 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2438.35 0.00469564 125.314 1 1 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2480.33 0.00223147 202.436 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2267.9 3.77622e-05 20.3894 0.3907 0.3907 4668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2391.45 0.000353487 138.486 1 1 3115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2341.18 0.00307398 205.285 1 1 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2502.33 0.00370087 1042.6 0.355 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2439.62 0.00471539 171.632 1 1 2899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2484.06 0.00040318 160.943 0.4047 0.4047 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2267.93 0.000134657 20.1908 0.3003 0.3003 4781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2392.05 0.00502436 218.692 1 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2341.35 0.000165735 85.2234 0.3907 0.3907 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2505.34 0.00480665 1173.46 1 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2440.74 0.0144398 152.683 1 1 3006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2267.97 0.0024915 93.0818 1 1 4889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2491.88 0.00975054 572.769 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2341.75 8.90646e-05 16.0686 1 1 3340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2392.5 0.000681883 73.2272 1 1 3331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2512.56 0.0027136 113.419 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2442.48 0.00828794 305.326 1 1 3118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2341.87 0.000941866 87.4407 1 1 3448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2268.01 0.00167409 48.5809 0.2891 1 5002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2501.98 0.0158279 157.483 1 1 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2392.59 0.00346857 104.071 1 1 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2517.79 0.0596093 708.142 1 1 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2268.1 0.00153126 52.0978 1 1 5114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2342.14 0.000855405 26.2026 1 1 3556
3199 2392.69 0.00342937 42.3497 1 1 3554 Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2446.27 0.0170168 146.022 0.9044 0.9044 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4603 2268.11 2.40469e-05 131.961 1.584e-07 0.001 5161 LS failed, Hessian reset
1399 2514.33 0.0995339 370.91 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2521.77 0.00961818 107.236 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2448.75 0.015685 595.428 1 1 3336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2342.19 0.000677311 165.362 1 1 3670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2268.16 0.000131909 6.17571 1 1 5275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2392.85 5.0288e-05 30.6475 0.6795 0.6795 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2520.08 0.0290447 336.892 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2530.87 0.000529657 311.442 0.267 0.267 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2453.57 0.0272522 535.999 1 1 3450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2393.01 0.000416294 58.5191 0.3026 1 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2342.36 0.00364099 232.576 1 1 3781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2534.94 0.0299855 709.09 1 1 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2521.17 0.00374325 80.4895 1 1 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4797 2268.18 1.01029e-06 6.58454 1.059e-07 0.001 5433 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 2342.69 0.00577565 32.9272 1 1 3890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2455.08 0.00625662 227.382 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2539.61 0.00542451 569.041 1 1 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2393.14 0.00106038 24.9547 1 1 3889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2524.03 0.024424 374.21 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2455.66 0.000478259 62.6725 1 1 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2342.87 0.000131337 39.2949 0.3603 0.3603 4002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2393.28 0.00012824 26.3512 0.6366 0.6366 4001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2542.18 0.00503675 334.051 1 1 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2526.66 0.00285744 74.2714 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2342.91 0.00110148 60.3511 1 1 4116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2456.14 0.00158565 181.806 0.4391 1 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2393.34 0.000207348 22.0514 0.6682 0.6682 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2527.42 0.00356534 307.633 0.3616 0.3616 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2342.97 0.000285419 4.47904 1 1 4234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2456.35 2.12112e-05 29.2635 0.3545 0.3545 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2545.75 0.00379064 443.822 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2393.38 8.87313e-05 10.3997 1 1 4243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2529.66 0.000133773 97.2046 0.5115 0.5115 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2343 3.02419e-05 10.8877 0.4839 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2456.61 7.70779e-05 27.32 0.676 0.676 4005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2546.97 0.0081134 601.18 1 1 2446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2343.1 0.000797166 27.1039 1 1 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2456.87 0.0106496 732.23 0.1291 1 4117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2393.4 0.000251187 35.0992 1 1 4351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2532 0.000710159 94.4514 1 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2547.72 0.000340514 101.112 1 1 2556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2393.49 4.12354e-05 24.7891 1 1 4461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2343.18 0.000139216 36.1126 1 1 4568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2457.85 0.000789803 186.533 1 1 4235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2535.11 0.000274509 86.3395 0.9304 0.9304 2465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2393.54 0.000341871 23.4269 1 1 4568
2399 2548.19 0.000215591 107.257 1 1 2669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2343.33 0.0022597 74.4773 1 1 4674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2458.03 0.00279853 36.533 1 1 4344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2548.71 0.0011093 77.715 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2536.09 0.00220307 98.0399 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2343.46 0.0016385 32.9271 1 1 4779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2393.59 0.000550992 18.0157 1 1 4677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2458.22 0.000263623 21.1959 1 1 4456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2549.42 0.00432459 423.787 1 1 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2536.43 0.00138805 93.6619 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2393.67 0.00108992 27.7694 1 1 4787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2343.57 0.000171103 41.1083 0.1553 0.1553 4901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2458.83 0.0148705 171.966 1 1 4563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2537.3 0.00379184 111.286 1 1 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2549.97 0.00152267 169.754 1 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2343.64 0.00026575 29.4724 1 1 5014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2328.35 0.00577738 462.82 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2393.71 2.37885e-05 5.19301 0.6881 0.6881 4899
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 2459.4 0.00105209 34.9605 1 1 4672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4594 2343.67 1.33085e-05 4.99249 0.615 0.615 5125
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 2552.16 0.0317783 522.948 1 1 3112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2538.16 0.0109459 83.5087 1 1 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2422.48 0.012768 684.859 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2459.52 0.000647325 122.251 1 1 4782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2538.95 0.00358246 90.1595 1 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2557.8 0.00112257 105.176 1 1 3223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2467.95 0.0107709 1580.68 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2459.62 0.00351935 168.238 1 1 4892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2559.48 0.00517555 91.0947 1 1 3335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2539.45 5.09872e-05 12.9328 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2317.31 0.0130517 603.538 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2459.82 6.12241e-05 19.241 0.8465 0.8465 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2524.07 0.025812 1226.61 1.184 0.1184 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2560.4 0.00348149 143.41 1 1 3441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2399.81 0.0608879 738.812 1.236 0.1236 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2539.87 0.000846244 107.633 0.8638 0.8638 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2459.92 0.000233187 27.2249 1 1 5124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2579.91 0.0107626 757.331 1 1 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2560.95 0.00149177 86.4004 0.2159 0.2159 3551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2421.81 0.00446702 268.502 0.4372 0.4372 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2540.13 0.00447548 141.877 1 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2561.15 3.69672e-05 17.7671 1 1 3661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2600.48 0.000265158 102.718 1 1 695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2459.95 4.40055e-05 26.1356 1 1 5236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2445.16 0.0204055 900.943 1 1 466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2540.31 0.00125743 116.641 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2460.19 0.000475533 79.2836 1 1 5344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2618.11 0.003346 1656.63 0.02853 1 806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2540.53 0.000376824 40.6709 1 1 3555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2561.5 0.00146545 124.404 0.4666 0.4666 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2485.47 0.00155931 252.095 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2460.27 6.15229e-05 12.4403 1 1 5459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2541.06 0.00302827 60.0122 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2635.95 0.082087 1193.51 1 1 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2562.05 0.00074168 82.0601 0.624 0.624 3881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2535.44 0.0553743 1926.81 1.07 0.107 686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2460.33 1.52047e-05 30.8927 0.2038 1 5569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2541.68 0.00465225 225.009 0.3574 1 3771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2639.78 0.00239927 227.779 1 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2562.3 0.00179402 110.907 1 1 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2554.44 0.00124392 78.6984 0.504 0.504 804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2460.35 0.000545467 39.8586 0.2348 1 5681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2647.06 0.0157301 500.012 1 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2562.5 0.000654136 69.4021 1 1 4098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2541.86 0.000590483 33.3456 1 1 3880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2460.41 0.0066689 170.984 1 1 5797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2562.61 5.06143e-05 17.254 1 1 4209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2541.94 0.00012981 6.44769 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2564.35 0.00123614 158.044 0.2186 0.2186 922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2703.59 0.00365312 215.599 0.6278 0.6278 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2460.5 0.000440306 43.0381 1 1 5915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2569.1 0.000145783 110.821 1 1 1031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2542.01 5.26325e-05 10.7247 0.4592 0.4592 4098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2562.75 0.00216227 58.51 1 1 4322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2460.75 2.92218e-05 27.3299 1 1 6022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2723.93 0.00142436 320.693 1 1 1361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2542.08 0.00491587 141.834 1 1 4203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2562.82 0.00042597 35.6056 1 1 4436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2577.25 0.00277885 229.796 1 1 1141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2460.85 0.000523763 27.2774 1 1 6138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2726.19 0.00161065 415.232 1 1 1477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2542.11 0.00012258 17.7328 1 1 4312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2562.94 0.00203066 124.541 1 1 4551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2589.52 0.0834082 592.17 0.9216 0.9216 1257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2460.9 0.000444469 62.2464 1 1 6249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2730.17 0.00720846 351.144 1 1 1582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2563.06 0.000334279 55.2379 0.5366 0.5366 4661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2542.17 4.18192e-05 8.08057 1 1 4418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2595.03 0.0013534 57.2679 1 1 1373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2460.93 0.000818436 33.8029 1 1 6357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2732.55 0.00528642 150.449 1 1 1695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4076 2542.2 6.89846e-05 3.39757 1 1 4503
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 2596.64 0.000816211 206.828 1 1 1490
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2563.2 4.39824e-05 17.0158 0.4147 1 4774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2461.02 0.000908318 32.8011 1 1 6472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2734.33 0.00104005 142.807 1 1 1804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5837 2461.03 6.23854e-05 4.15947 1 1 6513
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1399 2598.51 0.0127773 353.934 0.4577 0.4577 1605
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2563.35 0.000963163 77.2416 0.9708 0.9708 4884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2735.09 0.000338943 33.839 1 1 1913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2563.39 0.000210609 31.225 0.2747 1 4996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2598.92 0.000562111 89.6286 1 1 1714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2735.89 0.00379381 96.7751 1 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2563.44 0.000119487 29.2782 1 1 5107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2599.42 0.000238905 57.4554 0.3278 0.3278 1823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2738.88 0.00778535 517.908 1 1 2130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2563.49 0.000837068 48.0552 1 1 5219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2601.19 0.0187239 131.694 1 1 1927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2744.47 0.00188672 420.497 1 1 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2563.62 0.00043016 70.0464 0.3208 0.3208 5335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2603.46 0.000989427 75.3829 0.4522 0.4522 2035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2745.88 0.00358307 76.7084 0.9935 0.9935 2346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2564.06 0.000738947 85.2174 1 1 5441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2603.99 7.35174e-05 23.0438 1 1 2141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2400.39 0.00122159 1165.36 0.3869 0.3869 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2747.23 0.00198454 269.013 0.5271 0.5271 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2564.17 3.03587e-05 5.49419 1 1 5554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2469.9 0.0100832 777.222 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2748.42 0.0228605 307.753 1 1 2569 1999 2604.25 0.00217224 85.2178 1 1 2254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2564.24 0.000601235 34.365 1 1 5661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2544.77 0.00370404 793.685 0.2276 0.2276 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2605.24 0.00184302 129.566 1 1 2362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2752 0.00160572 396.018 0.297 0.297 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2564.6 0.00821878 51.5605 1 1 5768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2565.76 0.00846253 440.785 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2754.43 0.00145529 188.863 0.1229 1 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2605.4 0.00013978 31.5146 1 1 2471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2565.52 0.000125952 42.9748 1 1 5881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2604.06 0.00887269 299.767 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2605.77 0.00179482 104.713 1 1 2584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2755.72 0.00379729 160.031 0.09571 1 2897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2565.92 0.000140475 17.4448 1 1 5996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2632.86 0.0120361 653.616 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2606.13 0.0220897 472.546 1 1 2695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2566.33 0.000949775 22.8482 1 1 6108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2756.35 0.00013753 50.9196 1 1 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2646.69 0.00115788 285.687 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2566.44 0.000374185 35.5408 1.158 0.1158 6216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2606.87 0.00112283 51.9926 1 1 2804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2756.79 0.00103898 99.087 1 1 3116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5644 2566.46 2.54899e-05 4.06536 1 1 6263
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2607.08 0.000209945 7.70161 1 1 2912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2757.15 1.47366e-05 15.6098 1 1 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2659.9 0.00826313 440.046 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2607.34 0.000205202 24.6261 0.3786 0.935 3030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2757.57 0.00616221 131.91 1 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2665.26 0.0187186 247.123 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2607.47 0.00709544 186.724 1 1 3136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
999 2671.54 0.00405282 182.023 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2757.95 0.00706472 133.768 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2607.79 0.000185763 11.4336 1 1 3254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
3199 2758.15 0.0090384 271.994 1 1 3570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2428.56 0.0442358 2706.56 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2689.27 0.0203961 447.179 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2607.91 0.00152347 142.456 1 1 3364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2758.28 4.86334e-05 16.6151 1 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2694.74 0.00842318 312.174 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2517.09 0.0315426 2301.2 0.4884 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2532.11 0.0502048 3128.07 1 1 238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2758.42 0.000275536 20.1343 1 1 3791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2607.99 0.00142507 36.4185 1 1 3474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2696.91 0.0001377 38.8018 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2596.44 0.00880731 1087.63 0.2287 0.2287 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2594.4 0.0180959 363.626 1 1 355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2758.74 0.00149495 20.2681 0.9235 0.9235 3901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2608.06 0.000420541 82.1401 1 1 3586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2698.74 0.000368033 95.6998 1 1 1546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2623.22 0.112817 1323.89 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2633.66 0.0187633 1498.33 1 1 469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2758.95 0.000665982 71.3661 0.2591 1 4015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2608.29 0.000577808 59.0258 1 1 3694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2701.46 0.0196811 472.804 0.6731 0.6731 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2680.85 0.140534 821.445 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2608.53 0.0167819 282.53 1 1 3804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2658.48 0.050656 1746.96 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2759.27 0.000161456 23.9794 1 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2608.74 0.000283157 36.9439 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2759.74 0.00682535 1059.51 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2706.92 0.0482998 194.701 2.625 0.2625 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2759.36 1.86762e-05 15.8105 1 1 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2696.03 0.159624 1152.89 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2711.47 0.00309157 360.884 0.2437 1 1881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2608.9 0.000327172 17.2222 1.233 0.1233 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2772.74 0.0184221 1240 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2718.21 0.00122894 132.615 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2759.44 0.0143466 144.176 1 1 4343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2608.99 0.000449388 24.9721 1 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2711.96 0.000932046 148.852 1 1 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2791.76 0.00120103 346.25 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2729.72 0.00949137 176.785 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2759.68 0.00150535 57.0806 1 1 4455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3724 2608.99 9.14443e-06 21.0982 5.862e-07 0.001 4198 LS failed, Hessian reset
3799 2609.01 0.000401826 39.3649 1 1 4281
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2733.84 0.00628793 447.187 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2714.12 0.00386001 631.554 1 1 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2799.04 0.0156648 1097.36 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2760.26 0.0161365 81.9274 1 1 4573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2609.08 0.000603444 23.4493 1.191 0.1191 4391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2715.92 0.00559778 137.223 1 1 2219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2735.19 0.00258908 60.6136 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2760.58 0.00265008 82.3732 1 1 4678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2816.28 0.0133364 135.17 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2609.16 0.000292671 39.6028 1 1 4499
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2760.65 6.85677e-05 18.0633 1 1 4785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4051 2609.2 9.45082e-05 4.68856 0.7912 0.7912 4556
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 2716.71 0.00196997 71.2287 0.7261 0.7261 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2738.36 0.0033205 281.778 1 1 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2826.81 0.00295858 219.809 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2760.71 0.00066552 155.194 0.4362 1 4901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2717.75 0.0112993 185.985 1 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2750.62 0.00123566 138.145 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2833.06 0.00687829 317.711 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2720.07 0.00814198 102.959 0.3374 1 2562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2760.75 9.8832e-05 23.9835 0.3221 0.3221 5021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2756.71 0.00442295 557.621 1 1 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2721.24 0.0016392 29.3526 1 1 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2834.7 0.00519111 548.004 0.4144 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2760.82 0.00517644 58.4308 1 1 5132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2593.33 0.00507515 399.705 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2835.76 0.0040709 627.705 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2758.97 0.0158479 930.95 1 1 1576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2722.58 0.000410693 45.7602 0.4324 0.04324 2793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2760.83 2.26979e-05 13.2525 1 1 5242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2671.3 0.00557909 403.772 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2655.94 0.00257617 596.355 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2844.99 0.012815 278.608 0.3541 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4748 2760.84 7.8047e-06 4.8266 0.05888 0.2707 5299
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2722.7 9.7369e-05 61.9501 1 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2768.63 0.0416661 362.74 2.142 0.2142 1688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2776.12 0.00842543 406.57 0.934 0.934 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2697.15 0.00762024 958.647 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2848.78 0.011893 339.77 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2722.89 0.000863034 55.6289 1 1 3011 1599 2781.07 0.0134599 183.241 1 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2758.3 0.113404 778.36 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2855.25 0.000150292 57.288 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2798.29 0.0199385 602.193 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2785.81 0.00269454 61.8186 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2723.3 0.00065283 32.1884 1 1 3122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2823.86 0.00963896 1020.1 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2798.81 0.0451934 1109.99 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2786.87 0.000295069 42.7876 1 1 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2859.93 0.00509092 503.671 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2723.73 0.000200936 24.9459 0.1553 0.1553 3238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2844.18 0.063966 710.605 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2787.11 0.00115679 124.728 2.848 0.2848 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2862.7 0.00128956 97.4656 1 1 1999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2723.9 0.000129705 28.963 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2890.87 0.00277551 127.994 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2865.59 0.0176806 202.558 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2847.09 0.00415247 126.39 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2788.2 0.000547761 114.64 1 1 2251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2724.04 0.000271321 22.2935 1 1 3468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2903.4 0.00141206 594.24 0.7212 0.7212 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2868.21 0.0042794 158.734 1 1 2215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2789.24 0.0363325 319.622 0.467 1 2355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2852.74 0.00746013 326.396 0.1777 1 912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2724.18 0.000570588 15.3633 0.524 0.524 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2789.68 0.00379881 81.7021 1 1 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2923.38 0.0682674 2744.18 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2870.11 0.00970557 187.073 1 1 2340 3299 2724.32 6.6753e-05 49.8917 0.1388 1 3685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2857.16 0.00405498 88.0052 1 1 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2959.14 0.00925067 530.443 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2724.4 8.50451e-05 12.3623 1 1 3800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2871.87 0.00236669 78.897 0.5212 0.5212 2452
2299 2789.92 0.00434041 86.3655 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2861.89 0.000444026 102.937 0.5095 0.5095 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2724.68 0.00348732 53.2605 0.4394 0.4394 3911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2790.07 0.000208153 25.6733 0.5895 0.5895 2683
899 2973.36 0.00200759 358.17 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2864.14 0.00191109 85.1726 1 1 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2874.08 0.011175 113.933 1 1 2567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3525 2724.72 1.46171e-05 42.7523 1.047e-07 0.001 3982 LS failed, Hessian reset
2499 2790.17 0.00016795 24.6735 1 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2869.43 0.000987482 193.317 1 1 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2988.6 0.000674049 709.263 0.6639 0.6639 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2724.86 0.00638244 113.438 1 1 4063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2874.81 0.000663064 54.4193 1 1 2675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2754.54 0.0165563 297.745 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2790.28 0.000214491 10.0199 1 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3003.12 0.00078477 167.882 0.4545 0.4545 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2872.44 0.00473217 1072.42 0.3293 1 1482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2875.27 0.00112933 60.5572 1 1 2787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2724.91 0.000565648 12.5356 1 1 4174
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2790.32 0.00163362 45.8143 1 1 3024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2917.88 0.00372036 614.986 0.7745 0.7745 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3005.87 0.000788838 830.293 0.5768 0.5768 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2874.2 0.00199937 227.85 1 1 1590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2876.91 0.000391484 163.955 0.3317 0.3317 2899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2724.97 0.000460347 78.2053 0.2085 1 4293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3815 2724.97 7.4727e-06 4.2314 0.7247 0.7247 4309
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 2790.35 0.000261421 65.6704 0.8432 0.8432 3138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2952.43 0.00933419 204.997 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3010.97 0.00576168 729.147 0.5957 0.05957 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2877.42 0.00184474 110.753 1 1 3008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2896.35 0.00187176 177.714 1 1 1702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2965.99 0.00253422 102.305 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2790.49 9.17551e-05 19.6705 0.3798 1 3255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3013.32 0.00236953 586.695 0.6584 0.6584 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2877.92 0.000404147 81.7718 0.808 0.808 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2898.05 0.00140424 244.808 1 1 1813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2790.61 5.50012e-05 7.09709 0.4339 0.4339 3369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2986.57 0.0101987 334.713 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2879.59 0.0102524 212.586 0.2723 1 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3020.28 0.000752845 157.783 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2899.57 0.00209136 48.0302 1 1 1922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2790.7 0.000189804 21.5366 1 1 3477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3022.85 0.00807405 204.787 1 1 676
2999 2881.26 0.00174579 70.7625 1 1 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2899.78 0.000850773 91.1641 1 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3133 2790.71 7.50481e-05 3.68286 1 1 3516
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 3023.71 0.011304 566.97 1 1 1794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2882.61 0.00641059 335.55 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2900.6 0.00140472 86.4131 1 1 2139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3026.82 0.0142573 384.416 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3044.82 0.00872879 256.716 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1948 2901.96 3.22679e-05 50.9354 6.691e-07 0.001 2236 LS failed, Hessian reset
3199 2883.06 0.00109535 83.7886 0.4167 0.4167 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3041.45 0.0689174 1483.67 1.083 0.1083 2016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3057.99 0.0157944 917.076 2.925 0.2925 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2902.48 0.0036306 145.58 1 1 2292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3058.95 0.000163298 57.1614 1 1 2126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3068.65 0.00955354 393.854 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2883.5 0.000150304 84.7226 1 1 3677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2903.33 0.000242614 23.8873 1 1 2400
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2883.73 0.000281278 39.1285 0.3434 0.3434 3787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3059.28 0.000218832 74.1378 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3085.31 0.0258502 480.037 0.9161 0.9161 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2903.61 0.000306751 32.2071 1 1 2511
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2884.32 0.00359545 48.8666 1 1 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3123.76 0.00682227 887.511 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3059.8 0.00129406 128.171 1 1 2345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2903.75 0.000621992 31.02 1 1 2621
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2808.43 0.00721305 528.061 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2884.68 0.00148256 85.2668 1 1 4007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3134.44 0.0225947 291.168 0.945 0.945 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3060.32 9.23834e-05 227.401 0.2279 0.2279 2453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2903.8 0.000249452 21.1908 1 1 2732
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3061.52 0.000158172 209.336 0.5612 0.5612 2562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2971.2 0.0205736 1407.87 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3140.16 0.00498889 295.843 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2884.95 0.0157887 208.176 1.426 0.1426 4126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2903.88 0.000301905 39.0328 1 1 2845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3014.1 0.0613625 862.3 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3062.42 0.000405492 151.721 0.2515 0.2515 2674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2885.48 0.000874394 107.457 0.2944 1 4239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3153.09 0.0174292 555.897 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2904.06 0.000479091 32.1669 0.4751 0.4751 2961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3039.96 0.0730068 2631.62 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2887.37 0.0082405 438.814 1 1 4353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3062.95 2.04093e-05 20.897 0.3285 0.3285 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3155.31 0.0211675 1264.43 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2905.39 0.01996 449.981 1 1 3073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2893.93 0.00861294 581.788 0.7899 0.7899 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3078.33 0.00151682 668.112 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2887.59 0.000498493 58.8815 1 1 4464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3063.11 5.74533e-05 18.0157 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2905.94 0.000137217 26.5128 1 1 3182
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3159.02 9.48689e-05 174.293 0.5607 0.5607 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3040.99 0.0290634 1293.78 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2888.12 0.00723593 116.705 10 1 4575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3105.21 0.0334192 575.418 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2906.06 0.00276347 116.368 1 1 3291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3161.32 0.00103078 379.543 0.1769 1 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3063.29 0.00238619 34.8456 1 1 3008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3103.55 0.0117283 890.3 0.0646 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2888.37 0.00144618 114.646 1 1 4690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3118.81 0.0239307 927.987 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3063.87 0.00392354 83.1775 1 1 3116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3165.65 0.000538664 62.7532 1 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2906.16 0.0004775 25.015 1 1 3405
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2888.72 0.00207572 47.0308 1 1 4805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3141.33 0.0172266 815.547 0.7794 0.07794 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3129.71 0.00124109 346.02 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2906.37 0.00186424 112.193 0.2797 1 3513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3065.85 0.00106837 120.623 1 1 3230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3166.39 0.00334865 389.852 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2888.94 0.00326993 101.828 1 1 4920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3149.31 0.00224919 411.679 0.9151 0.9151 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2906.49 2.44499e-05 4.27347 1 1 3625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3149.73 0.0054761 219.45 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2889.07 0.0053506 32.4969 1 1 5030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3066.1 0.00065758 35.4213 0.9897 0.9897 3340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3168.79 0.00291859 103.447 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3175.84 0.00660467 965.39 0.9425 0.9425 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3157.04 0.00296081 201.473 0.2486 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3066.26 0.000215282 7.33661 0.9464 0.9464 3448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3172.99 0.0208738 743.927 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2906.65 0.00228566 40.6621 1 1 3742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2889.28 0.00015481 64.4917 0.1636 1 5149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3214.12 0.0652963 540.588 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3159.57 0.00210158 179.823 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2906.94 0.000215318 30.6915 0.6716 0.6716 3855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2889.35 0.000954454 82.4728 1.399 0.1399 5259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3066.32 0.000237452 36.87 1 1 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3181.57 0.00326998 592.214 0.8534 0.8534 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3232.25 0.00220709 130.988 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2907.05 0.000138597 13.9666 1 1 3961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2889.54 0.00600514 284.875 0.3629 1 5373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3165.52 0.00312011 112.777 1 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3183.04 0.00792996 390.295 1 1 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2907.1 0.000359112 39.3424 0.06646 1 4071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3066.49 0.000532986 22.7689 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2889.68 0.00144584 31.58 1 1 5480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3179.99 0.0111158 342.691 1.34 0.134 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3184.85 0.000211285 95.6776 1 1 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3239.22 0.000902541 466.146 0.7336 0.7336 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3066.54 0.000225161 21.0027 1 1 3773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2907.13 0.000504107 58.9001 1 1 4187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2889.75 3.36089e-05 20.5668 1 1 5589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5021 2889.78 6.59136e-05 4.58216 1 1 5613
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 3186.47 0.00868426 395.193 0.5393 0.05393 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3184.8 0.00941329 84.9917 1 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3244.58 0.00784353 245.272 0.2641 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3066.64 9.31674e-05 36.4624 0.5025 1 3884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2907.16 0.000418388 16.6864 1 1 4297
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3193.62 0.0191901 380.928 1 1 2892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3066.74 9.29485e-05 21.3705 1 1 3993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3251.41 0.015546 538.163 0.2266 1 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3188.68 0.000672561 139.009 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2907.19 0.000219656 26.7413 0.1473 1 4411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3917 2907.19 1.09035e-05 2.26556 1 1 4434
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 3066.88 0.00968119 339.793 1 1 4107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3191.37 0.00500242 315.715 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3194.74 0.00238995 110.777 1 1 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3258.74 0.00156527 150.463 1 1 1361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3192.59 0.000820398 141.523 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3067 8.12866e-05 6.81159 1 1 4219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3195.08 0.000445882 40.3656 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3270.75 0.0100096 333.716 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2817.09 0.00247181 746.121 0.2553 0.2553 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3067.1 0.000242028 16.4751 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3194.89 0.000906976 117.598 1 1 2016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3195.62 0.000349694 149.263 1 1 3227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3274.46 0.0139096 553.409 1 1 1577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2957.39 0.0246877 984.989 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3067.22 5.18188e-05 24.0333 1 1 4436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3196.32 0.00031625 79.2519 0.9331 0.9331 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3195.84 0.00150253 141.891 1 1 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3017.09 0.0547825 3697.9 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3275.78 0.000276663 44.0331 1.849 0.1849 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2666.14 0.0195637 380.255 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3067.26 1.77454e-05 4.10622 1 1 4546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3197.13 0.00484095 147.978 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3196.08 4.46278e-05 37.0306 1 1 3439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3277.34 0.000325211 133.382 0.2349 0.2349 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3085.32 0.117381 1350.52 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3067.32 0.00305165 84.1192 1 1 4658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3198.99 0.00982665 166.532 1 1 2355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3196.25 0.00880062 225.005 1 1 3552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2913.62 0.0616222 481.48 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3278.17 0.000195368 40.4632 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3129.28 0.00871297 267.107 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3067.37 0.000514419 9.88537 1 1 4769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3006.79 0.030301 1431.68 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3196.53 0.000157692 8.35947 1 1 3669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3201.49 0.00912553 500.035 1 1 2467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3137.63 0.0192688 331.048 0.392 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3067.4 0.00200304 112.228 1 1 4882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3279.27 0.000888678 41.5103 1 1 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3203.12 0.00425891 110.309 1.485 0.1485 2579
399 3059.47 0.041815 1684.33 0.3624 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3196.58 0.000170254 20.5297 1 1 3787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3144.24 0.0248447 288.813 2.592 0.2592 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3280.29 0.00219336 91.6971 1 1 2138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3067.44 0.000255376 17.496 1 1 4993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3141.6 0.00321583 489.096 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3204.24 0.00191619 157.495 0.2925 0.2925 2689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3196.69 5.20253e-05 19.8184 0.324 0.324 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3154.54 0.0325706 845.7 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3067.59 0.00549441 49.9274 0.4551 1 5100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3281.15 0.000170464 39.6529 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3177.24 0.00128501 291.542 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3205.02 0.000129571 64.2933 1 1 2800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3067.76 0.00759678 185.084 0.8606 0.08606 5214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3196.92 0.00171167 165.215 1 1 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3213.75 0.008355 400.115 1 1 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3282.38 0.000319793 80.7345 1 1 2358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3198.03 0.0119788 835.276 0.4632 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3068.04 0.000540845 58.0172 1 1 5324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3205.39 0.000355058 115.456 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3232.65 0.00290698 1763.75 0.14 0.14 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3283.18 0.00529301 328.832 0.4155 0.4155 2467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3197.41 0.000931072 88.7338 1 1 4129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3205.74 0.00153149 134.282 0.3336 0.3336 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3219.13 0.00279622 193.357 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3068.14 0.00144173 42.2233 1 1 5441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3198.36 0.000352574 53.6066 0.6491 0.6491 4236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4914 3068.15 0.000166485 3.62518 0.9738 0.9738 5460
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1099 3251.82 0.00175226 271.355 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3286.64 0.00630571 194.172 0.07404 1 2578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3206.64 0.000543273 163.64 0.6948 0.6948 3134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3198.61 0.000416598 32.2127 1 1 4343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3244.21 0.00722299 525.896 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3258.3 0.00018744 79.1525 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3290.12 0.00596617 591.613 1 1 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3198.67 0.000388194 45.2048 0.4266 1 4453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3207.16 0.00237971 84.4042 1 1 3250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3276.58 0.00465714 2516.25 0.2921 0.2921 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3265.2 0.020076 478.876 0.9742 0.9742 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3293.01 0.00135124 137.842 1 1 2798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3209.05 0.00477128 116.137 1 1 3360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3198.75 1.57032e-05 5.98782 1 1 4567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3272.17 0.0658466 540.228 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3302 0.00300542 766.01 0.3691 0.3691 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3293.99 0.000529741 183.398 0.2582 0.2582 2914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3214.39 0.0275505 265.111 1 1 3468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3198.81 0.000682094 43.1731 1 1 4680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3276.6 0.0305762 716.886 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3294.87 0.000566633 69.8791 1 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3310.17 0.0406958 1470.56 1 1 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3198.92 8.31713e-05 34.5108 1 1 4796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3215.34 0.00489749 188.956 1 1 3579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3282.07 0.0156572 379.545 1 1 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3295.09 0.000206637 42.1755 1 1 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3199 0.00228244 61.2462 1 1 4915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3353.06 0.0104225 290.55 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3216.06 0.000365081 45.4608 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3285.95 0.00038857 171.81 0.5169 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3216.74 0.00369991 43.8991 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3199.37 0.00616823 60.0038 1 1 5024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3295.52 0.000210261 38.3906 1 1 3247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3375.85 0.0242149 1469.6 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3292.8 0.00320086 326.471 0.1696 0.1696 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3199.53 0.000358392 54.0711 0.4548 1 5142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3296.11 0.00511531 363.009 1 1 3358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3386.8 0.00607646 602.999 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3217.01 0.000922156 220.071 1 1 3911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3294 0.00037967 37.3001 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3199.59 0.000365018 8.49406 0.7647 0.7647 5252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3296.52 0.000109415 59.5926 1 1 3465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3393.26 0.00407767 285.659 1 1 1771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3217.23 0.000396218 56.5368 0.07067 1 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4725 3199.59 0.000243485 3.5024 1 1 5282
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 3299.03 0.0146976 484.516 1 1 2222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3395.71 0.000779549 64.5706 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3296.61 0.00041637 38.058 0.5155 0.5155 3576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3217.86 0.000156543 46.167 1 1 4131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3303.16 0.000650472 373.597 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3296.66 0.000453725 13.0992 1 1 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3218.08 0.000467058 14.3268 1 1 4245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3396.68 0.000401047 172.578 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2632.81 0.00282387 387.598 0.5079 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3308.88 0.000772262 186.255 1 1 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3296.88 0.000211545 30.1951 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3218.15 0.000487036 105.639 0.9028 0.9028 4357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3397.22 0.000103562 86.7904 1 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3311.66 0.004775 1006.66 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2819.97 0.0411506 1315.92 0.5028 1 242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2701.74 0.0632811 743.395 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3297 0.000448195 29.5107 1 1 3904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3218.23 0.000856414 29.0822 1 1 4470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3399.43 0.0013444 395.226 1 1 2218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3112.46 0.00191661 1284.33 0.7156 0.7156 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3315.19 0.00118237 334.311 0.3189 0.3189 2663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2776.44 0.03008 257.457 1.584 0.1584 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3297.02 0.000148611 23.7156 1 1 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3401.98 0.000552174 58.1618 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3316.64 0.00107257 98.829 0.4376 1 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3218.75 0.00776995 176.434 1 1 4585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3083.19 0.0182497 290.707 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3154.22 0.0191412 1436.91 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3297.11 0.00110793 45.0806 0.8773 0.8773 4131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3220.73 0.000286688 36.6983 1 1 4694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3402.96 0.000748339 45.1161 1 1 2446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3318.39 0.00428714 304.627 0.9958 0.9958 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3297.17 0.000213561 41.6149 1 1 4243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3218.16 0.0408565 492.027 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3106.99 0.00266379 266.366 0.3185 0.3185 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3322.91 0.00537458 104.234 1 1 2995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3221.36 0.010177 95.5031 1 1 4804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3403.44 0.000588836 150.722 1 1 2561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3242.93 0.00380022 483.912 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3890 3297.23 1.97613e-07 7.33293 0.003546 1 4350
Optimization terminated normally:
Convergence detected: relative change in objective function was below tolerance
499 3131.69 0.000725569 232.466 0.8175 0.8175 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3221.58 0.000959226 40.3058 1 1 4912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3328.69 0.00161866 300.025 1 1 3103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3403.79 0.000741748 63.3909 0.3874 1 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3287.06 0.034121 749.669 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3221.76 4.7036e-05 39.8672 1 1 5017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3153.67 0.0431067 577.54 1 1 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3330.79 0.000378711 31.3624 1 1 3216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3405.01 0.00636178 122.811 1 1 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3309.95 0.0012653 213.523 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3193.35 0.0137777 283.313 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3221.83 9.79977e-05 40.0121 1 1 5130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3331.91 0.00244039 667.175 1 1 3324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3325.23 0.00342244 351.907 0.391 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3405.72 0.00404097 112.513 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3222.11 0.000642413 26.3919 1 1 5242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3226.8 0.00994917 841.637 0.2339 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3333.16 0.000189565 107.133 0.8773 0.8773 3431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3222.25 0.000263842 77.5464 0.1942 1 5352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3353.24 0.00561054 1972.51 0.5862 0.5862 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3406.97 0.00452566 846.688 0.3758 1 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3279.18 0.010248 119.935 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3333.62 0.00141005 133.964 1 1 3542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3297.36 0.0209608 1114.33 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3222.3 0.000568356 57.0819 1 1 5466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3407.87 0.00312805 218.044 1 1 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3334.01 0.00175665 175.802 0.2026 1 3648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3367.86 0.00453605 1117.81 0.3831 0.3831 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3222.36 8.95535e-05 17.7337 1 1 5577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3376.89 0.0117865 261.893 1 1 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3408.04 0.000121126 38.9073 1 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3309.37 0.00402127 187.532 0.3351 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3335.15 0.00615736 57.2456 1 1 3758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3222.84 0.00516707 46.2129 0.5178 0.5178 5688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3408.51 0.000882824 78.884 1 1 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3391.81 0.0116765 292.312 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2761.46 0.145412 1748.22 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3312.79 0.00216578 365.351 0.4918 0.4918 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3335.87 0.00127024 124.098 1.852 0.1852 3873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3223.11 0.000869409 51.9689 0.1929 0.1929 5798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3408.76 0.000514715 18.1517 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3398.22 0.00904701 787.385 0.3219 0.3219 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2892.62 0.0319342 567.39 1 1 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3319.15 0.0113918 115.11 0.4509 0.4509 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3224.17 0.000696812 103.22 1 1 5909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3336.31 0.00791548 101.779 1 1 3985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3408.82 0.000287453 40.4224 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3414.6 0.00112744 665.362 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3329 0.000809298 520.302 0.6276 0.6276 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3059.25 0.0173718 407.559 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3224.42 0.000130486 175.44 0.6357 0.6357 6019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3336.63 0.00141444 47.7352 1 1 4095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3422.8 0.00133632 67.256 1 1 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3409.54 0.00342469 554.046 0.1194 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3336.04 0.00176791 123.078 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3100.17 0.00525276 194.707 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 5499 3224.75 0.000298095 62.4427 1 1 6127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3336.76 0.000379677 29.1187 0.7807 0.7807 4203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3426.4 0.0305927 498.559 1 1 1879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3410.18 0.00011939 25.1053 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3224.91 0.00102924 17.0904 1 1 6236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3342.69 0.00437749 311.959 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3336.86 0.0015431 87.6719 1 1 4312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3157.54 0.0167966 945.894 0.2265 0.2265 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3432.68 0.00176394 242.251 1 1 1981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3225.07 0.00391955 121.478 0.3436 1 6345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3410.38 0.00416422 59.4194 1 1 3904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3337.07 0.000191221 59.0171 1 1 4426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3344.56 0.00106435 64.6734 1 1 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3238.19 0.0121715 659.735 0.2612 0.2612 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3434.27 0.00409129 280.579 0.5338 0.5338 2094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3337.15 0.00016147 156.952 0.4194 1 4538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3410.49 0.000529306 52.4299 1 1 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3225.21 0.00422023 42.8379 1 1 6459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3348.35 0.0130725 236.474 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3287.85 0.02528 1011.61 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3435.99 0.0187558 164.811 1 1 2203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3225.36 0.00147954 40.3194 4.681 0.4681 6566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3410.58 0.00112301 41.5738 1 1 4119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3337.91 0.000134462 34.8313 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3352.83 0.00227137 220.908 1 1 2106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3333.44 0.00483545 381.804 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3437.1 0.00336114 208.28 1 1 2315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3410.62 0.0010218 29.2678 1 1 4229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3225.43 0.000477907 93.9079 0.4337 1 6677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3339 0.0076352 148.536 1 1 4770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3356.75 0.0041455 171.804 0.943 0.943 2217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2789.1 0.0152459 363.341 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3438.65 0.000560733 336.462 0.4946 0.4946 2421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3392.13 0.00879874 1219.09 8.969 0.8969 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3225.52 1.39776e-05 5.71085 1 1 6787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3410.81 0.000149272 32.1324 1 1 4340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3361.71 0.0547916 563.294 1 1 2325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3342.35 0.136577 752.455 1 1 4879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2892.26 0.189052 843.734 1 1 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3225.58 0.000230922 61.9181 0.4848 0.4848 6900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3442.34 0.000490912 77.9856 0.2914 0.2914 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3408.08 0.00477438 253.844 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3368.47 0.00186131 62.6989 1 1 2434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3411.12 0.0101893 309.92 0.2372 1 4451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3225.65 0.00258075 60.295 0.9252 0.9252 7010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3344.09 0.000647071 61.7067 1 1 4990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3053.86 0.00654045 325.462 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3424.19 0.0330559 933.536 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3445.21 0.000245392 65.9066 1 1 2645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3411.57 0.00794093 72.0235 1 1 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3371.39 0.00198458 127.079 1 1 2542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3344.34 0.00243284 111.782 1 1 5108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3225.79 0.00272519 168.011 1 1 7124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3445.65 0.00020524 41.3961 0.9496 0.9496 2752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3444.65 0.124363 3060.05 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3139.06 0.0163814 2353.64 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3411.66 0.00160605 51.4369 1 1 4677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3225.87 0.00109407 18.1973 1 1 7232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3344.8 0.00154926 40.11 0.6276 0.6276 5223
2399 3373.26 0.000107066 19.8644 1 1 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3446.12 0.0108159 374.161 1 1 2861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3464.61 0.060884 1451.66 0.8058 0.8058 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3226.05 0.000102886 14.7331 1 1 7346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3240.66 0.0343655 585.641 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3344.87 3.3087e-05 8.57059 1 1 5335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3373.61 0.000117541 24.1906 1 1 2762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3411.73 0.00611789 187.289 0.3019 1 4790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3523.28 0.0613336 313.776 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3447.82 0.00847003 260.661 1 1 2972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3226.28 1.66152e-05 9.44446 1 1 7456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3291.91 0.00235837 324.294 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3374.27 0.000235728 290.831 0.57 0.57 2874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3344.91 0.000410855 90.6162 1 1 5446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3411.86 2.32386e-05 11.7172 0.8296 0.8296 4898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3448.61 0.000387597 162.084 0.5735 0.5735 3082
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3226.49 0.00147977 71.9088 1 1 7571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3557.05 0.00419013 437.936 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3345.02 0.000513639 49.4394 1 1 5561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3317.53 0.00403466 247.668 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3411.88 0.00035672 16.4559 1 1 5009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3449.99 0.00122098 164.921 1 1 3193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3374.6 0.000907795 30.0828 1 1 2990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 3226.69 0.000619372 23.7922 1 1 7686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3345.08 5.62591e-05 22.6191 1 1 5678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3576.09 0.000196319 93.3275 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3374.84 0.00014869 46.9221 1 1 3097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3411.9 0.000158625 18.733 0.9261 0.9261 5120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3362.62 0.0495536 1551.69 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3450.98 0.0111953 149.376 1 1 3309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 3227.03 0.00134973 54.12 1 1 7800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2839.16 0.0397022 345.163 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3345.12 6.07937e-05 25.0604 1 1 5786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3584.34 0.0129159 495.052 0.6204 0.06204 1895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3411.95 0.000567609 73.7299 1 1 5226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3375.08 0.000390892 65.3639 1 1 3204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 3227.11 0.00459792 152.715 1 1 7911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3451.36 0.0022761 172.26 1 1 3414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3404.47 0.0020768 406.762 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2932.94 0.0250579 766.037 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3589.28 0.00129866 69.584 1 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3345.46 0.000950215 77.9282 0.5532 0.5532 5904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3375.23 8.29544e-05 23.3368 1 1 3315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3411.99 0.000333347 34.2047 1 1 5335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4814 3411.99 9.66076e-05 3.40356 1 1 5354
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
7199 3227.35 0.0013996 99.7007 1 1 8025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3424.52 0.115188 2032.31 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3451.54 4.67442e-05 24.3724 1 1 3523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3126.27 0.0028025 243.007 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3594.11 0.00451649 801.378 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3345.59 1.57103e-05 15.5177 1 1 6016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3375.59 0.00535418 111.477 1 1 3422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7299 3227.43 0.00207829 128.642 1 1 8138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3451.84 0.00140572 56.6708 1 1 3640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3160.08 0.00459927 96.3153 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3447.57 0.00193524 1128.87 0.5758 0.5758 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3345.62 0.0018139 140.842 1 1 6125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3598.66 0.00480158 111.67 1 1 2223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3375.75 0.00104044 24.6085 1 1 3533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7399 3227.68 0.00659401 67.0864 1 1 8250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3452.5 0.00792417 148.436 1 1 3748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3345.69 0.00210801 164.687 0.32 1 6238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3261.28 0.0456936 1485.28 0.5904 0.5904 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3601.35 0.00128354 716.632 0.2401 0.2401 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3465.51 0.0162066 376.808 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7499 3227.82 0.00152838 74.7982 0.1931 1 8362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3375.89 0.00559175 137.838 0.8482 0.8482 3639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3453.04 0.0051865 591.844 1 1 3865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7549 3228.24 2.77265e-05 46.4 5.093e-07 0.001 8458 LS failed, Hessian reset
5699 3345.76 0.000122433 25.1528 1 1 6349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3376.4 0.00278179 134.218 0.6212 0.6212 3754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3285.38 0.0271029 390.13 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3489.22 0.0206464 645.141 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3604.02 0.00124778 87.929 1 1 2448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7599 3228.29 9.31716e-05 19.9946 1 1 8515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3454.17 0.000181318 43.375 1 1 3977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3345.79 0.00176607 78.8387 1 1 6460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3376.64 0.00125946 94.0857 1 1 3865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3301.48 0.0125001 415.59 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3606.38 0.00142015 345.871 1 1 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3527.09 0.015601 342.954 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7699 3228.38 0.000547761 20.8095 1 1 8625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3454.35 0.00178302 92.5478 1 1 4087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3376.72 0.00208676 65.9379 1 1 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3345.82 0.00395307 33.5316 1 1 6569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3311.2 0.00260667 600.722 0.2383 0.2383 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3545.23 0.0120092 653.479 1 1 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3609.49 0.0134494 333.652 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7799 3228.47 0.000913212 13.809 10 1 8737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3454.48 0.000316318 93.1961 0.2493 0.2493 4194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7885 3228.51 3.63237e-05 3.66948 0.8534 0.8534 8837
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 3377.85 0.00121967 112.852 1 1 4086
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3345.88 4.63069e-05 11.8978 1 1 6683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3320.58 0.00150321 120.284 1 1 992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3613.98 0.00347952 59.9828 1 1 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3455.28 0.0248219 211.859 1 1 4311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3548.92 0.000147352 74.1331 1 1 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3345.93 5.85536e-05 22.5057 1 1 6797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6102 3345.93 5.39343e-05 4.23536 1 1 6801
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 3378.58 0.00299102 39.4588 1 1 4202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3558.85 0.0866572 937.285 1 1 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3615.6 0.0163406 72.7526 1 1 2888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3369.75 0.0638192 1750.17 0.458 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3457.7 0.0286353 548.119 0.4083 1 4422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3460.02 0.00738903 305.119 1 1 4532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3378.74 0.000109865 31.1735 1 1 4310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3588.92 0.0103048 167.983 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3445 0.0282185 1019.89 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3618.38 0.00511863 343.484 1 1 3005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3461.26 0.00721956 201.731 1 1 4649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3599.32 0.00118936 227.179 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3622.79 0.00187315 54.7747 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3379.02 0.00120411 51.4806 1 1 4417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3476.1 0.00403189 534.047 0.327 0.327 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3604.51 0.0301421 419.86 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3624.23 0.00141878 90.6143 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3379.07 3.86343e-05 17.7434 1 1 4532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3464.44 0.000996559 69.8025 1 1 4761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3484.08 0.000990217 190.712 0.7982 0.7982 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3379.12 0.000141362 15.1358 1 1 4639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3611.5 0.000934138 122.96 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3464.7 0.00126601 173.592 1 1 4874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3624.81 0.00127306 55.1192 1.457 0.1457 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3500.47 0.00112999 125.112 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3464.87 0.000202126 24.0888 1 1 4986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3613.29 0.000690305 102.81 0.8745 0.8745 2448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3379.16 0.0017945 96.2254 0.8839 0.8839 4748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3627.69 0.0145611 1210.07 1 1 3456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3524.54 0.000558064 467.52 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3616.39 0.0149196 496.302 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3630.09 0.000133271 158.536 0.8873 0.8873 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3464.98 0.00111425 36.7312 1 1 5109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3379.3 0.00430421 41.2255 1 1 4862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3532.23 0.00363085 407.841 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3619.4 0.00148405 486.183 1 1 2668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 4699 3465.18 0.000553777 90.1443 1 1 5221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3630.3 0.00525144 530.367 0.3951 1 3669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3379.35 4.64755e-05 36.221 0.7117 0.7117 4968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3539.13 0.0084217 485.594 1 1 1895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3631.79 0.00598591 270.783 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3622.03 0.00177769 109.015 1 1 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3379.38 3.85775e-05 16.1818 1 1 5077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3465.26 0.00015148 13.0306 1 1 5326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4625 3379.38 0.000131654 3.70779 1 1 5105
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 3632.43 3.46186e-05 19.73 1 1 3888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3543.89 0.0147843 309.906 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3465.33 0.000102544 56.2809 0.5566 0.5566 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3623.47 0.000343574 57.1327 0.5227 1 2886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3632.92 0.000241079 34.2317 0.4284 0.4284 4001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3465.49 0.00258099 106.125 1 1 5552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3551.05 0.0005856 448.626 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3624.3 0.000345676 63.1233 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3633.33 0.00034464 220.751 0.3815 0.3815 4110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3465.63 3.48454e-05 20.7465 1 1 5664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3626.32 0.00549266 520.615 1 1 3118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3554.06 0.00492083 129.51 1 1 2235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5166 3465.64 0.00015089 3.27617 1 1 5738
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 3634.34 0.000179198 39.543 1 1 4225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3642.94 0.0166801 180.691 0.8141 0.8141 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3564.54 0.0217211 632.034 0.08066 1 2345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3634.84 0.00991104 303.242 1 1 4344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3646.51 0.000926408 271.731 0.406 1 3340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2909.93 0.0354295 1502.7 0.7209 0.7209 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3578.55 0.0717336 513.581 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3649.68 0.000378981 84.3099 1 1 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3636.97 0.00244117 63.8621 1 1 4452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3592.61 0.00551439 201.604 1 1 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2985.01 0.00809817 435.908 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3638.81 0.000680534 167.037 1 1 4560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3652.69 0.000295432 53.2939 1 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3595.6 0.00020433 74.0418 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3197.81 0.0440095 1143.66 0.3141 0.7771 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3639.42 0.00141383 49.9073 0.8565 0.8565 4668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3596.28 0.000282502 67.0048 0.4912 0.4912 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3219.4 0.00545017 533.514 0.7722 0.7722 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3653.29 0.00314098 82.8588 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3639.51 0.000171129 62.4387 1 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3653.77 0.000941545 112.815 1 1 3791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3258.44 0.00103069 302.79 0.672 0.672 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3596.66 0.000189701 64.7888 0.5008 0.5008 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3639.77 0.000855222 42.2079 1 1 4890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3654.16 0.000174658 46.6195 0.3573 0.3573 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3267.99 0.0121314 190.129 1 1 670 2699 3601.55 0.0151167 1891.89 0.329 0.329 3011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3640.08 0.000213954 26.0854 3.99 0.399 5008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3654.34 0.0017271 64.4402 1 1 4018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3603.7 0.00196361 96.8118 1 1 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3327.62 0.314693 918.362 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3640.13 0.000329785 17.2435 1 1 5124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2938.79 0.00720684 414.692 0.5355 0.5355 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3654.5 0.000215021 35.1614 1 1 4128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3604.96 0.00490142 138.861 1 1 3236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3352.29 0.0311001 1355.64 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2977.83 0.00893814 543.884 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3640.21 6.37206e-05 15.261 1 1 5237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3152.54 0.0143592 421.149 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3654.56 0.000385073 27.2236 1 1 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3606.07 0.00313832 824.094 0.2453 1 3347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3386.86 0.0140662 766.205 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3125.45 0.0358487 654.251 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3640.28 0.000943482 82.1406 1 1 5344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3654.93 0.0100042 382.11 1 1 4358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3279.61 0.0109188 958.238 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3606.82 0.00471999 138.135 0.4475 1 3457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3228.11 0.04204 2264.71 0.229 0.229 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3401.79 0.0357578 1011.66 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3640.42 0.00050083 163.271 1 1 5457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3655.8 0.00169383 146.001 1 1 4465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3303.11 0.00907996 191.758 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3330.76 0.00267981 100.682 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3404.62 0.0083172 572.876 1 1 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3609.08 0.00643619 118.398 0.4483 0.4483 3569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3640.46 0.000131278 22.3094 1 1 5570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3656.7 0.00711979 246.407 0.63 0.63 4576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3326.69 0.00733424 369.673 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3407.79 0.0477289 934.622 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3410.95 0.000864889 133.818 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3640.48 0.000696304 95.8296 0.3686 1 5681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3611.55 0.000614918 202.545 1 1 3678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3658.13 0.00241136 22.7187 0.8256 0.8256 4698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3369.56 0.00513252 534.189 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3641 0.000393709 91.6278 1 1 5789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3416.91 0.00212363 506.8 0.2414 0.02414 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3612.13 0.000767293 169.912 1 1 3789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3451.46 0.00735727 887.6 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3658.4 0.000243237 116.577 0.1157 1 4808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3424.07 0.00244862 287.61 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3425.64 0.0129364 1106.6 0.07247 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3641.57 0.00292074 152.808 1 1 5899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3612.49 0.00351277 77.9859 1 1 3901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3527.19 0.0068551 4460.18 0.1774 0.1774 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3658.78 0.00169014 148.711 0.3107 0.3107 4921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3450.31 0.00116096 217.238 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3444.36 0.0420217 710.093 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3641.72 0.00213824 26.0063 1 1 6016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3613.32 0.0055165 82.3059 1 1 4013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3659.23 0.000484758 61.8591 1 1 5029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3577.57 0.00376165 168.581 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3493.81 0.00102715 88.8154 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3491.77 0.00215965 279.035 1 1 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3613.49 0.000824508 95.4784 1 1 4120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3641.92 0.00148563 62.8727 1 1 6123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3600.34 0.00251579 270.973 0.2752 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3659.43 0.00126529 66.1252 1 1 5140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3499.01 0.0140202 220.456 1.43 0.143 1104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3514.08 0.00241552 149.687 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3642 0.000460177 15.995 1 1 6236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3613.76 0.000388375 27.1335 1 1 4235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3659.62 3.44352e-05 41.5771 0.3213 0.6917 5253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3034.17 0.02392 362.128 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3610.1 0.00147744 232.352 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3518.19 0.00420227 488.479 0.4497 0.4497 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3526.8 0.0987868 581.051 1 1 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5691 3642.04 0.00032251 5.59224 1 1 6337
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3899 3613.92 0.00114573 96.6763 1 1 4346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3659.68 4.85428e-05 13.4597 0.9959 0.9959 5362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3623.58 0.00600952 469.676 1 1 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3124.54 0.0044093 365.764 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3545.11 0.000689677 142.438 1 1 1324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3614.63 0.00931754 364.763 1 1 4458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3519.78 0.0018282 79.1141 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3659.79 0.00275022 18.6236 1 1 5473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3305.92 0.395775 3252.89 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3636.45 0.0070568 149.506 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3558.57 0.0819959 880.597 1 1 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3615.08 0.00101042 56.7787 1 1 4568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3523.13 0.000992959 102.658 1 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3659.88 0.000171279 24.7642 0.6845 0.6845 5584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3641.13 0.00491102 395.243 1 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3615.33 0.00133257 63.9789 1 1 4675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3115.95 0.131214 1881.7 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3582.74 0.0149769 271.185 1 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3389.27 0.000660181 150.917 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3524.45 0.00078692 85.4544 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3659.91 0.000165188 32.0799 0.5202 0.5202 5690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3590.61 0.00101329 78.1125 0.5203 0.5203 1665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3412.14 0.0250761 538.452 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3644.16 0.00745241 714.671 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3615.47 0.000742733 42.727 1 1 4788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3300.95 0.0220535 1149.27 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3525.51 0.00102458 158.357 1 1 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3659.95 3.67335e-05 9.68277 1 1 5799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3456.58 0.00393472 400.07 0.3698 0.3698 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3528.16 0.000165711 275.07 0.4399 0.4399 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3660.79 0.000577148 163.065 0.6413 0.6413 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3426.82 0.00720673 861.665 0.4573 0.4573 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3615.69 0.000891553 47.9744 1 1 4901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3595.98 0.013284 870.137 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3660.03 0.00646281 52.8611 1 1 5911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3533.09 0.00744311 146.991 1 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3501.83 0.023886 549.88 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3496.16 0.0132671 281.144 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3615.87 0.00125385 23.4231 0.7461 0.7461 5008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3599.69 0.00273577 176.857 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3666.18 0.000460857 43.1406 0.6003 0.6003 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3660.06 0.000330269 28.9682 1 1 6026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3536.08 0.00298983 368.091 0.4463 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3616.07 0.00196001 36.2402 1 1 5114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3520.53 0.00156835 303.895 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3520.86 0.0841663 2306.62 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3606.52 0.00250607 60.0052 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3674.36 0.123813 719.262 1 1 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3660.09 0.000215473 46.1686 1 1 6137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3541.13 0.00110896 52.9865 0.3625 0.3625 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5550 3660.1 4.51307e-05 6.2686 0.8102 0.8102 6194
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 3557.99 0.00436227 330.27 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3616.19 0.00255622 41.2882 0.9411 0.9411 5217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3580.1 0.0139348 775.371 0.2781 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3607.46 0.000401994 127.13 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3681.71 0.000631546 117.155 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3541.91 0.00552793 82.3908 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3567.58 0.00210267 127.108 1 1 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3593.92 0.00025272 136.977 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3616.56 0.00145418 72.2765 1 1 5331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3609.19 0.00189605 581.35 0.255 0.255 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3683.52 0.00446172 119.45 1.637 0.1637 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3542.72 0.0100958 99.0449 1 1 3127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3616.83 4.57085e-05 13.3302 1 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3576.88 0.0135828 318.39 1 1 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3611.82 0.000580085 112.133 0.6422 0.6422 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3613.31 0.0741284 616.627 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3684.92 0.00284324 261.668 0.2733 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3596.66 0.00651246 866.802 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3617 0.00168574 136.962 1 1 5553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3543.51 0.00261272 72.9339 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3614.11 0.000714316 64.1995 1 1 2444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3686.41 0.0122362 265.872 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3688.68 0.00526623 296.543 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3611.05 0.00943422 643.354 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3617.1 0.000324617 14.5279 0.3336 0.3336 5667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3543.99 0.00537195 49.8864 1 1 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3615.81 0.00336675 157.097 0.6817 0.6817 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3722.3 0.02337 457.366 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3688.18 0.00343957 100.086 0.1991 0.8624 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3617.28 0.0016944 52.2909 1 1 5778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3621.04 0.0125963 386.395 0.7561 0.7561 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3544.17 0.000120153 15.7892 1 1 3465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3619.61 0.0434285 509.2 1 1 2665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3732.11 0.00156837 270.235 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5275 3617.38 5.0609e-06 7.21774 0.1039 0.9649 5864
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 3544.32 0.000277616 37.5549 1 1 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3688.62 0.00485308 72.7167 1 1 2575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3630.11 0.00962768 202.868 1 1 1683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3623.35 0.0207997 159.405 0.8194 0.8194 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3743.67 0.00270255 156.246 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3689.2 0.000916083 442.037 0.2251 0.2251 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3544.36 0.00025744 14.6823 1 1 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3633.75 0.00478303 111.868 1 1 1798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3624.18 0.0016508 55.0639 1 1 2884
1299 3748.67 0.00274841 215.78 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3544.4 6.221e-05 20.5957 1 1 3792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3690.42 0.00281604 290.599 0.3666 0.3666 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3635.42 0.00239665 293.835 0.4618 0.4618 1909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3458 3544.42 0.000101545 2.84422 0.971 0.971 3862
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2699 3624.59 0.0034009 187.012 1 1 2996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3756.65 0.0339658 595.648 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3691.49 7.32677e-05 93.1808 0.592 0.592 2905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3639.99 0.0138558 285.412 1 1 2021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3761.98 0.0147964 134.595 0.9908 0.9908 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3624.78 0.000820144 167.076 1 1 3109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3692.14 0.0206127 79.1108 1 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3643.79 0.00685376 193.135 0.2559 1 2135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3764.13 0.000949107 54.8118 0.7858 0.7858 1781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3625.47 0.00569193 134.772 1 1 3219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3693.29 0.000125178 48.1624 1 1 3132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3646.16 0.0214726 657.568 0.09373 1 2252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3625.89 0.000584434 190.972 0.1506 1 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3765.72 0.00176138 255.912 1 1 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3693.37 0.00139304 62.6547 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3626.34 0.0204326 189.866 1 1 3446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3652.68 0.0568235 1323.17 1 1 2364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3766.86 0.0114712 155.528 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3694.17 0.00056058 47.2163 1 1 3356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3667.52 0.0084451 335.815 0.2249 0.2249 2476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3626.62 0.000656102 101.888 1 1 3553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3253.38 0.0378863 1236.53 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3768.22 0.00233758 160.379 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3694.53 0.000637244 15.3577 1 1 3473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3626.83 0.00124772 175.272 1 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3674.9 0.0141338 266.994 1 1 2587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3433.37 0.00598324 731.269 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3769.15 0.000278312 200.578 0.3882 0.3882 2217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3626.95 8.48787e-05 14.5091 1 1 3778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3694.68 0.00128502 44.7099 1 1 3589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3680.56 0.0036183 183.557 1 1 2696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3566.52 0.00196499 404.678 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3769.68 0.00211874 186.37 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3627.02 5.87029e-05 11.7467 0.8055 0.8055 3889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3695.24 0.00389222 119.321 1 1 3696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3729.83 0.00949078 110.768 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3682.25 0.00505298 184.31 1 1 2813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3771.39 0.0029812 86.2337 1 1 2437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3695.55 0.000439971 98.634 0.8157 0.8157 3802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3627.84 0.0710905 176.236 1 1 4000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3683.63 0.000414288 57.0816 0.7062 0.7062 2929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3772.05 0.000978655 203.685 1 1 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3790.19 0.102649 1781.13 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3695.92 0.000738482 27.5123 1 1 3916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3628.74 0.000877078 73.9252 0.2762 0.2762 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3834.36 0.00570715 288.904 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3683.73 0.000120764 24.8526 1 1 3039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3773.11 0.0114393 93.0641 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3696.16 0.000214454 79.7838 1 1 4031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3628.97 0.00115336 25.4566 1 1 4220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3684.06 0.00418545 74.7494 1 1 3148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3853.07 0.00522292 677.01 0.874 0.874 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3781.45 0.0213247 303.561 0.4293 1 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3696.26 0.000650312 29.0634 1 1 4149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3629.32 0.00174159 55.4468 1 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3412.79 0.018263 733.678 1 1 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3684.81 0.0018326 57.9303 1 1 3257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3864.19 0.0455333 631.85 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3787.21 0.0187509 350.008 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3696.36 0.000163382 85.6918 0.2748 0.2748 4262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3629.58 0.00107077 52.0149 1 1 4446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3577.3 0.00667882 808.609 1 1 240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3685.74 0.00247609 42.0652 1 1 3372
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3932.56 0.00104494 1111.79 0.3247 0.3247 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3789.61 0.000357192 54.2118 1 1 3008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3696.55 6.17497e-05 34.8381 1 1 4371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3629.62 0.000183948 41.098 0.2484 0.2484 4559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3686.08 0.000357656 115.073 0.8124 0.8124 3480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3738.53 0.00554766 945.353 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3974.67 0.000647327 125.709 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3697.06 0.00165156 228.64 1 1 4488
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3789.95 0.000152341 46.1486 1 1 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3629.72 0.000885453 13.4544 1 1 4665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3686.62 0.000543967 77.1443 1 1 3591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3820.97 0.00416866 695.896 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3629.77 0.00229425 21.4206 1 1 4777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3697.12 3.3957e-05 7.3843 0.7915 0.7915 4598
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1099 3983.54 0.00694019 1395.11 0.4736 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3791.04 0.00195507 168.819 0.9403 0.9403 3226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3686.79 0.00121845 70.4552 1 1 3705
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3845.18 0.020916 698.854 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3992.28 0.0128833 951.52 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3630.18 0.000302183 130.019 0.5504 0.5504 4885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3791.26 0.000871451 47.9102 2.811 0.2811 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3686.86 0.00321176 167.708 1 1 3815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3915.8 0.0412106 1836.24 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3630.47 0.000223165 16.7747 1 1 4994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4001.27 0.00129128 275.299 0.3526 0.3526 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3791.36 0.00814291 250.84 1 1 3446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3686.94 0.00312818 79.7984 1 1 3919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4014.4 0.00923451 442.778 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3630.67 0.000310126 31.9892 0.2608 1 5105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3687.08 0.0019634 18.6213 1 1 4026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4006.34 0.000635228 156.499 1 1 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3793.15 0.0095747 99.4516 1 1 3560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3401.73 0.0142226 710.964 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4037.29 0.0281516 739.839 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3630.72 0.000418507 22.2857 1 1 5222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3796.93 0.00125213 141.771 1 1 3668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4009.06 0.00406427 187.959 0.6918 0.6918 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3687.14 0.000121905 31.6692 1 1 4143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3654.5 0.040711 1060.75 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3630.79 0.000422932 22.4007 1 1 5334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4075.32 0.0112048 2286.6 0.1358 0.1358 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4010.74 0.001218 125.657 0.8625 0.08625 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3797.57 0.0104226 429.973 1 1 3778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3687.21 0.000529304 35.3393 1 1 4254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3775.74 0.00959131 458.666 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3630.86 0.000286544 8.99294 1 1 5446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4180.94 0.0201338 1529.33 1 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3412.71 0.0223775 753.726 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3687.24 9.69082e-05 12.4288 1 1 4360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3798.64 9.60285e-05 22.2779 1 1 3889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4012.96 0.00847801 829.166 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3910 3687.25 0.000178451 2.9462 1 1 4374
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4999 3630.92 0.00951065 108.395 1 1 5557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4196.16 0.00559742 460.542 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3863.52 0.278954 2974.35 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4024.14 0.00122448 109.626 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3798.9 0.0014259 82.2071 1 1 4005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3707.45 0.1059 1329.95 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4207.55 0.00734049 481.833 1 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3630.96 0.0014666 39.6454 0.6201 0.6201 5673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3971.21 0.00203115 328.569 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3799.07 0.00202034 40.1963 0.842 0.842 4119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4032.17 0.00223464 204.705 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3928.31 0.0941393 3596.26 0.3874 0.3874 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4215.34 0.00457025 260.432 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5166 3631.01 2.09237e-06 9.01615 3.81e-07 0.001 5814 LS failed, Hessian reset
599 4037.21 0.0338709 3317.53 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3799.51 0.00394167 58.3979 1 1 4231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3631.02 0.000118895 30.8538 1 1 5849
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4033.6 0.00160727 93.4897 1 1 2223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 4029.05 0.0174811 756.148 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4067.69 0.00335004 754.055 1 1 778
1399 4219.37 0.0118506 833.394 1 1 1571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3631.06 0.00031962 40.9893 1 1 5956
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4034.18 0.00134956 124.893 1.32 0.132 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3799.83 7.96214e-06 9.66388 1 1 4340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 4077.11 0.00352085 453.077 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4222.01 0.000314622 86.0934 0.7174 0.7174 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3799.9 0.000553369 50.9398 0.6992 0.6992 4450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3631.11 0.000123861 15.318 1 1 6066
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4152.67 0.00213728 327.69 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4034.89 0.00142166 185.233 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4115.42 0.0088596 3222.29 0.5255 0.5255 688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4230.66 0.0033675 540.149 1 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3799.97 0.000448522 26.3091 1 1 4559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3631.13 0.000623226 48.0741 1 1 6176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4035.41 0.000875726 128.574 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4208.12 0.0174025 1301.08 1 1 997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4197.84 0.00881002 1000.81 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4232.52 0.00225897 131.802 1 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3631.14 0.000313607 6.30648 1 1 6291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3800.62 0.00162782 237.894 0.102 1 4674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5644 3631.15 3.69804e-06 2.36446 1 1 6339
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 4269.88 0.00482817 423.384 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4036.15 0.00348607 304.32 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4236.39 0.015704 459.762 0.9368 0.9368 2023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4314.1 0.0127561 639.633 1 1 914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3800.92 0.000255172 9.53881 1 1 4789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4037.88 0.00347593 77.4515 1 1 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4290.4 0.0106309 1118.22 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4341.5 0.00333685 136.826 1 1 1029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4247.82 0.00595666 314.381 1 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3801.16 0.0128326 307.96 1 1 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4039.24 0.000435266 39.4185 1 1 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4317.77 0.0128923 916.865 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3801.45 0.00431955 24.2655 1 1 5001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4378.33 0.00810893 291.744 1 1 1140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4039.63 0.0011528 131.874 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4258.61 0.00845888 426.88 1 1 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4360.55 0.0716862 1524.56 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4386.05 0.000452508 155.595 0.6314 0.6314 1255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4261.61 0.0019305 408.696 0.5331 0.5331 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4571 3801.88 1.07591e-05 25.6746 8.409e-07 0.001 5133 LS failed, Hessian reset
2799 4039.85 0.000198435 52.3797 1 1 3109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3801.9 0.000330554 90.4072 0.7949 0.7949 5164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4381.51 0.0223328 923.165 0.957 0.957 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4040.12 0.000952429 126.665 1 1 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4439.03 0.0132888 365.196 0.3494 0.3494 1367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4263.26 0.000540509 72.3353 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4388.64 0.00413714 404.855 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3802.03 0.000887138 10.3639 1 1 5285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4264 0.00042567 123.132 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4455.71 0.00291098 269.991 1 1 1477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4040.86 0.00344929 279.845 1 1 3324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3802.14 0.000806403 33.4807 1 1 5393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4265.39 0.000667791 50.3434 1 1 2676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4399.16 0.00508049 375.755 0.9795 0.9795 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4043.09 0.0165333 376.239 1 1 3433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4458.52 0.00087313 276.589 1 1 1585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3802.16 0.000459699 33.2799 1 1 5500
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4407.01 0.00599432 449.748 1 1 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4045.51 0.00101738 102.696 1 1 3544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4265.77 0.00156683 57.5225 1 1 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4462.07 0.0119959 431.642 0.3939 1 1704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3802.21 1.30795e-05 9.31256 0.6494 0.6494 5612
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4430.62 0.00987502 290.63 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4046.56 0.028514 176.432 1 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4267.5 0.000299593 183.38 1 1 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4464.9 0.000166597 152.466 0.4286 0.4286 1816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3802.28 3.58776e-05 6.87992 1 1 5736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4434.5 0.00995261 197.274 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4047.42 0.000454229 127.551 1 1 3765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4268.32 0.000198641 63.855 0.4601 0.4601 3010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4471.34 0.00639742 279.861 0.8235 0.8235 1921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3802.32 6.1523e-05 10.2103 1 1 5850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5211 3802.32 1.13702e-05 4.95432 0.5941 0.5941 5865
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 4438.96 0.00955215 818.219 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4268.68 0.000679868 71.9302 1 1 3120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4047.61 0.000809574 73.7219 1 1 3873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4477.94 0.00124312 299.413 1 1 2032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4444.4 0.00279919 74.797 1 1 2329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4269.01 0.00199389 192.559 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4048.08 0.00076385 41.5813 1 1 3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4479.88 2.5304e-05 155.853 0.7044 0.7044 2146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4269.24 0.000755043 108.294 0.1249 1 3349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4445.38 0.000490419 54.3348 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4481.5 4.9197e-05 195.267 0.05915 1 2254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4049.04 0.00616267 125.148 1 1 4092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4269.68 0.00177175 43.6987 1 1 3461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4446.04 0.00121663 66.9062 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4049.43 0.00447011 204.785 0.4119 1 4204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4481.93 0.00023168 129.757 1 1 2363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4271.29 0.00395081 223.629 0.2446 0.2446 3571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4447.04 0.00433739 435.673 1 1 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4050.26 0.0014871 42.1656 0.1714 1 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4482.5 0.00185318 145.692 1 1 2471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4273.72 0.00195648 30.8009 1 1 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4447.98 0.00145098 129.558 0.0853 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4051.54 0.000122609 34.9737 1 1 4426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4483.83 0.00171713 233.526 1 1 2580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4051.71 5.87846e-05 16.4761 1 1 4535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4273.85 9.57156e-05 48.8831 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4448.76 0.000352051 59.7485 0.2772 1 2896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4484.84 0.054228 634.585 1 1 2689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4051.8 0.000416042 23.9511 1 1 4649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4273.99 0.00240845 206.038 0.4815 0.4815 3910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4448.99 0.00033611 42.1851 1 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4486.53 0.000700243 113.098 1 1 2796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4051.98 0.00108248 93.006 0.55 0.55 4761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4274.11 0.000582329 82.0882 0.9428 0.9428 4025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4449.34 0.00337884 82.8221 0.8878 0.8878 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4487.48 5.35114e-05 58.5623 0.7189 0.7189 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4052.13 0.0132243 177.628 1 1 4870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4274.19 0.0018126 119.767 1 1 4141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4449.54 0.000205629 71.3596 1 1 3237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4052.27 0.00111426 53.3931 1 1 4979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4488.12 0.000263741 88.526 1 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4274.36 0.000588759 88.6768 1 1 4252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4449.69 0.00205212 72.9404 1 1 3354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4488.72 0.00504152 458.607 1 1 3125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4052.63 0.000631878 197.855 1 1 5097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4274.5 0.000231854 19.0943 1 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4052.73 0.000313535 107.056 1 1 5209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4449.95 0.0124663 727.667 0.3328 1 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4489.21 0.00728959 258.05 1 1 3236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4274.58 0.000304624 23.8144 1 1 4476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4052.81 0.000579203 88.0393 0.7935 0.7935 5321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4450.37 0.000162105 136.798 0.1907 1 3578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4489.72 9.93535e-05 90.6556 0.1844 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4274.74 0.00105688 152.719 1 1 4591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4116 4274.76 5.13004e-05 8.78991 0.7534 0.7534 4609
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4899 4052.85 5.04909e-05 32.6413 1 1 5434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4489.78 4.618e-05 8.83683 1 1 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4450.59 0.00143855 28.8605 1 1 3693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4993 4052.88 2.23563e-05 4.45427 1 1 5536
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 4489.89 0.000185761 24.4505 1 1 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4450.69 0.000226156 132.623 0.2111 1 3807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4489.93 3.80133e-05 22.9333 1 1 3687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4450.75 0.000682091 15.5712 1 1 3920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4490.01 0.000225411 25.5569 0.9312 0.9312 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4450.87 0.000190589 67.4983 1 1 4027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3437 4490.01 5.63093e-05 5.47545 1 1 3841
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 4451.05 0.00092987 79.4004 1 1 4137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4451.78 0.000398159 75.2856 1 1 4241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4452.25 6.22557e-05 51.2249 1 1 4352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4452.32 0.000774826 47.4016 1 1 4466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4452.47 0.00615933 113.296 0.651 0.651 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4452.92 0.000179167 144.79 0.2046 0.2046 4689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4453.1 0.00371823 79.7072 1 1 4798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4453.22 0.000141391 160.906 0.191 1 4910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4453.31 0.00063956 70.7718 1 1 5018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4453.51 0.000179149 31.6579 1 1 5129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4453.66 0.000256698 42.3315 0.4067 1 5245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4453.77 0.000823465 80.2011 1 1 5357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 4454.02 0.0013332 44.4749 1 1 5462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 4454.43 0.000389019 31.7615 1 1 5570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 4454.59 0.000873872 177.442 0.334 1 5681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 4454.82 0.000382281 38.427 0.446 1 5797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 4454.95 0.000559048 50.7946 1 1 5911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 4454.97 0.00016889 36.2241 1 1 6022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 4454.99 1.92911e-05 7.55989 1 1 6131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5531 4455 7.01361e-06 46.9521 1.444e-07 0.001 6212 LS failed, Hessian reset
5599 4455.03 0.000267709 32.5513 1 1 6288
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5610 4455.04 2.9143e-05 5.83564 1 1 6301
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fb8e29e8550>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3392.2 0.00374966 521.125 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3494.04 0.00350544 320.19 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3531.8 0.00269612 179.244 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3604.76 0.00419327 366.439 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3636.18 0.0222612 391.404 1 1 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3655.84 0.00343642 413.375 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3794.81 0.338665 2043.85 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3891.49 0.00381796 324.759 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3908.29 0.000839564 105.1 0.7932 0.7932 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3923.95 0.0106212 418.59 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3956.37 0.00144677 146.616 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3975.84 0.00386112 401.742 0.4805 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3986.53 0.00772159 274.373 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4003.44 0.0122896 627.398 0.3394 1 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4011.42 0.00649448 391.683 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4018.77 0.00173622 477.721 0.4635 0.4635 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4020.95 0.000678195 63.0743 0.3942 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4023.23 0.0207402 372.755 1 1 1999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4027.11 0.0020734 211.45 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4028.56 0.000320822 65.0159 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4033.55 0.0248656 607.663 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4043.23 0.000556318 77.8625 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4044.47 0.000387354 31.7652 0.9762 0.9762 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4046.09 0.00155199 62.2155 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4046.86 0.000490541 52.7933 0.2747 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4051.17 0.0902818 591.93 0.4377 1 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4058.5 0.00712659 176.125 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4061.71 0.00186333 43.5205 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4062.34 0.00173945 31.859 1 1 3223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4062.73 0.000403227 138.479 0.2734 1 3334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4063.35 0.00243677 75.4418 1 1 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4064 0.00145758 51.7986 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4064.38 0.00108035 31.0249 1 1 3666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4065.27 0.0277399 647.06 0.415 1 3782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4069.01 0.0277974 225.905 0.4271 1 3894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4075.79 0.00306422 39.3659 1 1 4005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4077 0.00184337 125.46 1 1 4118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4077.17 0.00516946 108.948 1 1 4228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4077.28 0.00167179 46.0523 0.2631 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4077.4 0.00329554 155.331 1 1 4454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4077.47 0.000435742 23.3118 1.277 0.1277 4570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4077.62 0.00195648 45.6666 1 1 4683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4077.77 7.2645e-05 24.1775 1 1 4798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4077.81 5.66315e-05 15.5088 1 1 4911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4077.97 0.0011357 35.7442 1 1 5021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4078.36 0.00068012 15.4413 1 1 5133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4078.48 0.000671514 75.0693 0.8211 0.8211 5248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4078.58 0.00125043 46.477 1 1 5352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 4078.68 0.000845455 23.551 1 1 5464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 4078.71 0.000441835 11.6522 1 1 5578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 4078.75 0.000107498 7.60434 1 1 5686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5150 4078.75 2.85049e-05 3.41297 1 1 5741
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 565.993 0.00243637 64.465 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 572.882 0.000186097 52.24 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 575.871 0.0105707 205.649 1 1 328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 579.502 0.0026931 134.183 0.8026 0.8026 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 581.219 0.000671164 53.482 0.7649 0.7649 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 582.361 0.010451 160.834 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 587.984 0.000870995 57.4497 1 1 769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 589.047 0.000467802 60.2858 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 589.391 0.00215036 65.3818 1 1 988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 589.701 0.000308983 39.9311 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 590.405 0.00871934 53.3228 1 1 1202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 591.291 0.00382121 117.989 0.4293 0.4293 1316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 591.517 6.63788e-05 19.0218 1 1 1428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 591.765 0.000502463 35.4348 1 1 1541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 592.359 0.00306869 105.256 0.4294 1 1650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 592.922 0.00345337 133.72 0.2194 1 1759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 593.632 0.000101476 24.9633 1 1 1871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 501.136 0.00125411 151.333 1 1 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 506.146 0.00256678 151.337 1 1 216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 689.772 0.000500919 40.1143 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 517.685 0.00280809 470.922 0.287 0.287 324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 694.5 0.0306988 248.793 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 521.723 0.00262924 116.295 1 1 434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 844.717 0.0131485 718.896 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 522.541 0.0137255 69.9019 1 1 542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 593.733 0.000139914 17.4294 1 1 1982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 526.849 0.00157141 401.382 0.4999 0.4999 661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 612.159 0.000457973 122.024 0.7441 0.7441 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 700.863 0.0167105 247.912 0.9603 0.9603 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 846.606 0.0011018 95.2697 0.8919 0.8919 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 703.725 0.00325549 203.642 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 528.551 0.00873675 65.0642 1 1 768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 593.797 0.00133064 24.5915 0.3288 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 615.651 0.00744905 93.0624 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 529.401 6.98705e-05 18.9191 1 1 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 847.596 0.00426958 142.681 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 707.881 0.000334087 75.8591 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 593.826 0.00027827 23.2422 1 1 2204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 529.711 0.00634761 86.3812 1 1 983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 399 849.872 0.000746941 61.8015 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 618.242 0.021839 124.464 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 593.935 0.000203526 14.3327 1 1 2308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 709.953 0.00922273 88.5905 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 620.968 0.00896325 72.1274 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 852.798 0.000676566 37.7136 1 1 557
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 622.139 0.0034726 69.0196 0.5206 0.5206 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 711.928 0.00178067 48.5131 1 1 780 2199 593.979 0.00175817 18.1098 1 1 2420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 425.523 0.00159425 101.96 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 530.79 0.00222378 25.9809 1 1 1091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 769.566 0.0555895 1823.98 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 594.023 0.00870872 63.8847 1 1 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 853.673 0.00130094 59.2012 0.468 0.468 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 433.097 0.0110896 290.853 0.7159 0.7159 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 594.123 7.39089e-05 16.6943 1 1 2641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 436.978 0.00319153 278.76 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 531.327 0.00376841 56.4963 1 1 1202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 712.356 0.00472782 64.1109 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 775.278 0.105935 568.851 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 622.798 0.00432508 87.5502 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 910.996 0.00231667 55.6687 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 533.312 0.00670303 157.334 0.9336 0.09336 1313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 440.096 0.00187679 99.3223 0.298 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 623.071 0.00153395 33.4996 0.3695 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 594.158 9.01841e-05 14.7851 1 1 2748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 778.745 0.00356676 217.202 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 854.163 0.00241043 102.898 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 441.747 0.00439907 54.9038 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 914.667 0.0167931 668.143 0.1952 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 623.5 0.000513365 16.067 1 1 884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 534.215 0.0019851 67.562 1 1 1420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 599 445.628 0.000757547 83.1154 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 779.537 0.00109943 36.0822 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 623.763 0.00201471 60.7553 1 1 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 594.179 0.0040131 28.5874 1 1 2861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 712.554 0.00256881 69.0021 1 1 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 917.373 0.000287765 31.5412 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 534.767 0.000238158 43.331 1 1 1531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 780.823 0.003847 65.9271 0.7652 0.7652 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 623.97 0.000307738 44.2695 0.7399 0.7399 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 854.642 0.000672764 22.8972 0.3851 0.9844 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 446.136 0.00257944 130.944 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 918.003 0.00268916 284.033 1 1 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 448.981 0.0634246 263.431 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 624.192 0.00431029 32.3989 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 594.209 0.000182195 11.3805 1 1 2971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 782.394 0.00412705 117.069 1 1 659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 713.071 0.000193732 22.5071 1 1 1100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 594.235 4.82981e-05 18.4589 1 1 3083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 624.324 0.000493143 29.8871 1 1 1324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 535.121 0.00157807 56.1535 1 1 1642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 713.26 0.000162053 22.9679 0.6341 0.6341 1216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 784.892 0.00118377 75.867 1 1 767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 594.275 0.000614229 40.2391 0.328 0.328 3190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 624.444 0.00233748 19.4814 0.3765 0.3765 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 451.212 0.00823697 225.135 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 918.587 0.0157314 118.806 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 785.147 0.000534769 45.4996 1 1 879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 713.563 0.00150676 22.5216 1 1 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 855.116 0.00101686 47.3065 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 452.195 0.000583793 54.2083 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 535.403 0.00303031 86.2446 1 1 1750
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 624.538 0.000765242 8.54087 1 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 452.608 0.000779674 41.2105 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 594.505 0.000426837 25.6812 1 1 3302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 919.671 0.025061 255.523 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 785.361 0.000677087 39.6194 0.2998 0.2998 984
1699 535.676 0.00027034 36.6371 0.3342 1 1861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 713.764 0.00944808 59.7992 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 453.287 0.00328325 67.8808 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 855.431 0.00766801 89.7549 0.6267 0.6267 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 624.633 0.0120096 61.5315 1 1 1653
1799 536.467 0.0112456 103.155 1 1 1975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 786.274 0.00405026 33.5427 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 594.538 0.000311003 9.23645 1 1 3417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 453.591 0.00106317 41.103 0.729 0.729 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 921.314 0.000776758 75.4301 0.1772 1 799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 536.743 3.37403e-05 20.1659 0.2502 0.2502 2083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 594.551 0.000252106 7.23002 1 1 3528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 453.845 0.000413146 55.5507 1 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 713.869 0.000856267 23.9784 1 1 1547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 536.892 0.00021411 16.2569 1 1 2186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 787.017 0.00147691 29.0568 1 1 1204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 454.223 0.000590658 74.4208 0.3014 0.3014 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 855.864 0.000279052 31.0545 0.7423 0.7423 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 594.556 0.000101167 16.6671 0.32 0.32 3642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 537.058 3.79734e-05 18.776 0.5847 0.5847 2299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 454.508 0.00632158 46.3071 1 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 922.319 0.00413129 91.3541 0.5245 1 917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 787.447 0.00921554 36.1973 1 1 1309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 537.14 0.00660103 22.9411 1 1 2410
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 454.637 0.000636185 23.9348 1 1 1877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 594.569 0.0046703 12.9229 1 1 3751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 856.153 0.000777981 59.4444 0.4972 0.4972 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 713.955 7.33317e-05 19.9913 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 454.79 0.000348017 29.8439 1 1 1985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 594.618 4.33407e-05 9.07627 1 1 3860
2299 537.357 0.000235116 48.486 1 1 2527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 922.65 0.00070257 20.3554 1 1 1025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 624.742 0.000271531 16.641 1 1 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 787.58 0.00125025 36.2902 1 1 1418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 455.287 0.00652382 153.287 1 1 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 856.658 0.00111159 59.3001 0.2491 0.2491 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 537.529 4.37925e-05 34.102 0.7009 0.7009 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 714.13 0.00035812 65.1179 0.6638 0.6638 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 456.44 0.02387 118.795 1 1 2205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 624.777 0.000154808 8.11408 1 1 1877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 594.625 6.30145e-05 4.7204 0.3747 1 3970
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 537.826 0.000325662 60.6744 1 1 2749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 456.993 0.00215406 118.643 0.3784 1 2318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 787.666 0.00873413 55.8806 1 1 1525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1698 714.46 9.24676e-06 16.2789 5.53e-07 0.001 1931 LS failed, Hessian reset
1699 714.461 6.45024e-05 14.7568 10 1 1933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 857.644 0.015617 116.869 1 1 1553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 538.358 0.0130323 151.913 1 1 2863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 457.232 0.000578225 44.7192 1 1 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 923.541 0.00544129 36.2882 1 1 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 787.793 2.17127e-05 8.12644 0.5292 0.5292 1636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 624.891 0.005271 20.6899 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3687 594.629 1.3419e-05 0.719902 1 1 4069
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 714.65 0.000443012 47.3048 1 1 2049
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 539.05 0.00658852 82.2463 1 1 2974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 457.712 0.00124386 32.8187 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 926.055 0.00823412 41.0799 1 1 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 539.27 0.000238175 23.8139 1 1 3082
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 457.762 3.54572e-05 11.9193 1 1 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 714.772 0.000293646 9.63661 1 1 2158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 624.978 0.000242567 13.485 1 1 2106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 787.805 2.52229e-05 7.64549 0.4917 0.4917 1748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 539.393 0.000140112 41.6401 1 1 3194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 857.963 0.00196361 31.718 1.707 0.1707 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 926.353 0.00633337 63.2844 1 1 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 457.938 0.00026004 38.4622 0.7767 0.7767 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 714.862 0.00115781 27.2772 1 1 2269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 458.036 0.000136818 25.119 1 1 2868
2999 539.453 1.17738e-05 8.65065 1 1 3301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 625.101 0.00664714 64.891 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 858.206 0.00288884 45.7407 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 787.862 0.00723528 19.0658 1 1 1867 3099 539.505 0.000833474 168.985 0.6596 0.6596 3408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 926.432 0.000935253 14.5487 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 625.133 0.000359963 14.0548 1 1 2324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 458.083 0.000251403 22.5795 0.8704 0.8704 2975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 625.153 9.06334e-05 4.41044 0.7822 0.7822 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 787.941 0.000458347 14.6191 1 1 1975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 858.6 0.00405862 52.3619 0.1808 1 1895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 714.958 0.000425848 4.91604 1 1 2384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 458.117 0.000264391 25.8925 0.4075 0.4075 3084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 926.502 0.000190257 13.9636 1 1 1583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 539.61 0.00100895 24.405 0.313 1 3522
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 458.178 0.000565402 76.7825 0.5314 0.5314 3199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 714.99 0.000348606 7.47288 1 1 2493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 539.749 0.00193938 34.0333 1 1 3633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 788.014 0.000119752 14.531 1 1 2097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 458.246 9.10132e-05 8.21509 1 1 3312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2233 714.994 1.21106e-05 7.67233 5.776e-06 0.001 2571 LS failed, Hessian reset
2280 625.158 7.41058e-06 8.19613 9.006e-07 0.001 2564 LS failed, Hessian reset
3399 539.804 0.000462036 12.8636 1 1 3740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 926.527 0.000176981 29.8241 0.6458 0.6458 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 625.159 3.7201e-05 5.19769 0.2773 1 2584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 715.007 3.67158e-05 5.55507 1 1 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 458.255 2.79058e-05 5.02589 1 1 3429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 788.036 0.000461858 5.34588 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 539.834 7.27865e-05 17.045 1 1 3854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2334 625.16 2.37956e-06 3.04531 5.384e-07 0.001 2670 LS failed, Hessian reset
1799 859.361 0.0108908 31.6295 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2353 625.16 4.63895e-06 1.04996 1 1 2693
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 715.025 5.28879e-05 15.0436 0.1776 0.1776 2751
1599 926.695 0.00136039 18.0495 1 1 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 539.872 0.000343102 24.8168 1 1 3965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2058 788.059 7.71692e-06 11.0204 9.466e-07 0.001 2314 LS failed, Hessian reset
3199 458.274 0.000102927 7.54218 1 1 3540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 859.444 0.00569773 25.4953 1 1 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 788.068 0.000160342 11.5584 1 1 2358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 458.314 0.0006521 12.1504 1 1 3650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 539.903 0.000489606 23.1635 1 1 4072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 926.753 3.67857e-05 7.39146 1 1 1915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 458.376 0.000523773 33.7068 1 1 3756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 539.936 6.41881e-05 8.47703 1 1 4177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 788.078 9.64198e-06 3.5836 1 1 2475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 859.503 0.00230808 20.2788 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3485 458.4 6.33237e-06 7.16241 9.378e-07 0.001 3891 LS failed, Hessian reset
3499 458.401 7.46148e-05 16.9276 1 1 3905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2225 788.079 3.9372e-06 4.06691 1.211e-06 0.001 2548 LS failed, Hessian reset
3599 458.409 2.35471e-05 8.60208 1.519 0.1519 4013
3899 539.963 7.46542e-05 24.7153 0.4737 1 4291
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 788.081 7.58021e-05 5.84053 0.4507 1 2633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 859.568 0.00113048 21.1254 1 1 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 539.989 7.9692e-05 6.3427 1 1 4399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2488 715.04 3.74e-06 6.13953 4.226e-07 0.001 2895 LS failed, Hessian reset
1799 926.76 1.7858e-06 3.2476 3.794e-07 0.001 2075 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 715.041 9.81372e-05 7.66621 1 1 2907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 458.425 3.19186e-05 4.38355 1 1 4124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 715.053 0.000109527 5.03462 0.935 0.935 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 926.786 0.000318581 8.02379 1 1 2185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 458.449 0.000342208 15.9725 1 1 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2152 859.607 6.18783e-05 19.2624 5.298e-06 0.001 2441 LS failed, Hessian reset
3899 458.49 0.000568745 35.8297 0.5421 0.5421 4349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 540.012 4.2286e-05 12.5028 0.337 0.337 4510
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 715.062 2.64532e-05 4.01356 1 1 3127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 926.832 0.00404614 85.548 1 1 2301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2355 788.093 2.25085e-05 33.3203 8.016e-07 0.001 2733 LS failed, Hessian reset
3999 458.535 0.000321391 25.3413 0.5572 0.5572 4459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 859.63 0.000147876 8.27762 1 1 2493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 715.095 0.000245837 5.23076 1 1 3244
4199 540.023 0.000192122 14.2351 0.1276 1 4620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 458.552 5.45151e-05 9.28574 1 1 4572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4113 458.553 1.0477e-05 1.43627 1 1 4588
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 788.101 0.000105651 6.68631 1 1 2783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 540.047 0.00154529 17.2443 1 1 4730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 715.14 0.00382883 18.6195 1 1 3354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 540.075 0.000964592 32.4455 1 1 4840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 788.106 0.000196204 7.35499 1 1 2902
2299 859.734 0.00468654 43.3315 1 1 2611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 926.901 0.000344191 44.6012 0.5001 0.5001 2423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 540.125 0.0108676 51.0895 1 1 4951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 715.167 5.04061e-05 12.8852 1 1 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 540.255 0.000370956 27.0959 0.1622 1 5060
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 788.108 0.000113163 2.00639 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 859.917 0.000138042 35.8975 1.101 0.1101 2724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 926.918 0.000141483 19.2442 1 1 2534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 788.123 0.000142783 13.2351 0.3372 1 3133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 540.315 0.000283958 72.7185 0.5164 1 5171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 715.178 0.000198894 4.11458 1 1 3586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 540.374 0.000166703 19.7913 1 1 5283
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3125 715.179 5.32357e-06 1.34529 1 1 3616
2499 860.108 0.0111608 76.8969 0.3662 1 2832
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2781 788.131 4.87637e-09 3.21449 8.429e-06 1 3244
Optimization terminated normally:
Convergence detected: absolute parameter change was below tolerance
4899 540.394 1.99525e-05 15.46 0.3759 0.3759 5394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 926.925 6.65399e-05 17.5955 0.537 0.537 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 540.402 2.39756e-05 5.54019 1 1 5506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 860.246 0.000928644 24.058 0.9906 0.9906 2941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 540.412 0.000101827 4.18271 1 1 5613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5115 540.414 8.43058e-06 26.5142 3.808e-07 0.001 5675 LS failed, Hessian reset
2378 926.93 1.37956e-05 1.29898 1 1 2732
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5199 540.425 0.000193491 8.69469 0.9674 0.9674 5766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 860.459 0.000342213 11.8584 1 1 3052
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 540.428 0.000680545 4.69665 1.458 0.1458 5881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 860.506 0.000140595 6.2209 0.6805 0.6805 3163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5320 540.428 2.56972e-06 7.65407 2.132e-07 0.001 5954 LS failed, Hessian reset
5361 540.429 3.82414e-06 1.12501 1 1 6005
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 860.53 0.000848943 28.2591 1 1 3271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 860.593 0.000695724 19.5305 1 1 3384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3070 860.612 6.30064e-06 4.45916 2.743e-06 0.001 3504 LS failed, Hessian reset
3099 860.62 0.00393867 23.8505 1 1 3536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 860.682 0.000183882 5.30723 1 1 3645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 860.703 0.000617191 15.8615 1 1 3758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 860.717 1.79544e-05 4.43415 0.6438 0.6438 3884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 860.746 0.00578063 34.2235 0.4898 0.04898 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 860.818 0.00286272 52.7136 1 1 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 860.849 0.000224293 10.478 0.3699 1 4232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 860.855 0.000124339 6.95046 1 1 4344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3844 860.873 1.7456e-06 2.71055 3.399e-07 0.001 4460 LS failed, Hessian reset
3899 860.886 3.28092e-05 3.89158 1 1 4521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3941 860.896 7.07038e-06 9.84789 1.2e-06 0.001 4614 LS failed, Hessian reset
3999 860.899 0.00021879 11.8317 1 1 4679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4050 860.906 3.10675e-06 4.97274 6.895e-07 0.001 4777 LS failed, Hessian reset
4099 860.916 5.32168e-05 10.5951 1.075 0.1075 4833
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 860.925 2.37241e-06 3.02171 3.07e-07 0.001 4998 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4230 860.926 8.08948e-06 7.98228 1.185e-06 0.001 5073 LS failed, Hessian reset
4288 860.928 1.70436e-05 2.38072 0.5503 0.5503 5142
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 944.159 0.0259284 446.408 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 997.234 0.0075527 104.719 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1010.59 0.010165 337.492 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 957.652 0.00709459 170.262 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1018.1 0.110724 878.539 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 960.87 0.00231524 160.656 0.6885 0.6885 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1023.2 0.000979039 47.7109 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 964.627 0.00366859 63.2227 0.6784 0.6784 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 965.744 0.000408584 9.26356 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1024.12 0.00145452 73.2914 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 970.579 0.00529205 22.9679 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1029.45 0.012106 298.686 0.9643 0.9643 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 973.242 0.0341713 97.2004 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 975.027 0.0427679 152.818 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1031.05 0.000339774 23.8575 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1031.65 0.0022324 117.622 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 977.909 0.00134602 21.7591 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1044.95 0.0294077 310.303 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 980.563 0.000881785 43.8999 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1046.54 0.168208 853.364 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1071.74 0.00826853 150.319 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1033.22 0.00549057 95.2113 1 1 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1112.31 0.0856879 1270.36 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1077.75 0.00178576 116.36 0.9716 0.9716 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 980.821 0.000829981 36.9063 1 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1037.77 0.000308207 34.9705 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1132.49 0.00905407 1043.25 0.04953 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1141.36 0.0784799 274.078 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1085.65 0.142303 1036.76 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1198.24 0.00275655 270.783 0.8285 0.8285 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1142.03 0.00175631 48.4642 1 1 455
1099 1038.09 0.00846231 186.659 0.2873 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 982.044 0.0139567 127.415 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1302.7 0.00163999 300.417 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 982.566 0.00175927 43.9804 0.5295 0.5295 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1159.58 0.00305365 412.159 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1039.4 0.0195034 218.232 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1191.34 0.018265 318.491 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1147.86 0.000754645 76.9455 1 1 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1087.94 0.0027336 60.7475 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 982.648 4.17257e-05 18.3629 0.6869 0.6869 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1220.8 0.0030433 525.074 0.3718 0.3718 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1039.77 0.00644664 189.608 1 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1090.22 0.0046941 139.213 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1197 0.00172559 62.7376 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1314.58 0.000466524 105.727 0.4381 0.4381 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1150.16 0.0201174 329.266 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 982.763 0.000534055 22.2878 0.7698 0.7698 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1245.54 0.00263272 139.414 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1091.03 0.000559105 53.6089 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1202.75 0.000918075 71.5559 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1151.19 0.00154857 89.1916 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1041.07 0.00631861 120.207 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1337.88 0.0292109 356.016 0.7831 0.7831 454
1599 982.828 5.01305e-05 15.7604 0.3547 0.3547 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1092.74 0.0226192 343.599 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1250.64 0.00440668 104.506 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1206.42 0.00291002 133.934 1 1 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1047.21 0.00957646 64.573 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 982.956 0.00155724 9.75941 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1343.87 0.000902345 111.788 0.6502 0.6502 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1098.5 0.00451039 297.736 0.3063 0.3063 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1047.77 0.00157627 16.8329 1 1 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1152.99 0.00764045 142.968 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 983.097 7.2224e-05 18.0312 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1263.01 0.0237303 1726.54 0.3574 1 567
599 1209.66 0.0322939 768.189 0.5275 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1354.16 0.0275505 168.917 1.484 0.1484 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1047.93 9.89893e-05 11.1858 1 1 1883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1221.64 0.00368509 26.0653 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 983.135 0.000161323 4.16195 1 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1154.85 0.000778574 56.9345 0.4222 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1048.4 0.00110455 30.921 1 1 1988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1099.73 0.00336475 74.1488 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1275.86 0.000264138 80.5318 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1359.8 0.00173609 56.6212 0.6519 0.6519 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1222.33 0.00925533 45.7664 1 1 904
1899 1048.45 0.000543324 16.8128 1 1 2098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 983.193 0.00126623 17.5825 0.4914 1 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1156.2 0.0500837 996.85 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1100.22 0.00813475 133.634 1.935 0.1935 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1223.47 0.08176 86.1412 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 983.283 0.000505613 64.436 1 1 2355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1157.2 0.00514824 71.1051 0.9559 0.9559 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1277.37 0.000745322 64.9471 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1361.38 0.0297134 311.024 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1048.66 0.00179827 109.206 0.1333 1 2212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1224.13 0.00175285 182.486 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1100.75 0.00638214 17.8098 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 983.34 0.000294426 24.3995 0.5917 0.5917 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1157.79 0.0012049 18.2935 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1278.63 0.0125066 118.69 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1362.87 0.00570105 296.205 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1048.94 0.000824532 27.6562 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1224.62 0.000384221 31.5142 0.3707 0.3707 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 983.405 2.53948e-05 10.8524 0.4583 0.4583 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1101.87 0.00384016 58.1775 1 1 1434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1158.12 0.00857266 232.148 1 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1279.42 0.000637028 61.9501 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1363.08 0.00173566 23.0587 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1102.26 0.000797404 34.5689 0.6709 0.6709 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 983.442 0.000552526 25.0121 1 1 2690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1049 0.00162928 21.3542 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1224.97 0.00587144 490.408 1 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2407 983.443 7.36862e-06 14.2554 4.985e-07 0.001 2741 LS failed, Hessian reset
1399 1158.98 0.00125103 26.5022 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1284.79 0.111863 200.454 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 983.472 0.000763736 10.9857 1 1 2840
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1103.43 0.00544487 162.72 0.5594 0.5594 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1364.12 0.00272841 171.989 0.5347 0.5347 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1049.09 0.00300474 51.339 1 1 2544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1160.57 0.0184349 65.7441 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1227.49 0.0247013 256.335 1 1 1471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 983.484 8.26189e-05 5.01826 1 1 2955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1104.17 0.00675542 42.0581 1 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1199 1364.39 0.000844402 86.4301 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 983.524 0.00276344 15.9215 1 1 3071
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1160.83 0.00992274 102.221 1 1 1769
1099 1288.82 0.000792609 286.366 0.3431 0.3431 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1049.14 0.00183253 29.3919 1 1 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1228.83 0.00224653 98.1339 1 1 1576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1104.48 0.00120157 41.5458 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1365.46 0.00494531 44.5409 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1161.03 0.00125203 28.3815 1 1 1878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1290.01 0.00317564 67.6161 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1229.3 9.05817e-05 18.4666 1 1 1692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1049.23 0.00124733 31.5173 0.1165 1 2768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1366.03 0.0147402 32.1206 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 983.694 0.0113649 45.2357 0.8442 0.8442 3178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1290.8 0.00232215 46.7273 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1161.42 0.000398383 28.3714 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1104.66 0.00241007 32.3182 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 983.934 5.65274e-05 7.13402 1 1 3291
2599 1049.24 0.000532885 6.33062 0.3443 1 2877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1229.72 0.00175073 106.051 1 1 1811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1290.95 0.00364485 69.5042 1 1 1543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1161.54 0.00102272 16.8293 1 1 2103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1366.27 0.00959377 35.7128 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1104.76 0.000249645 43.4227 0.4581 1 2102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2649 1049.25 4.02363e-06 7.4275 2.582e-07 0.001 2980 LS failed, Hessian reset
2699 1049.27 0.000206579 29.654 0.4911 1 3038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 984.016 0.000761604 31.8103 0.3629 1 3397
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1229.9 0.000126663 42.7317 0.5786 0.5786 1923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1291.08 0.000157253 18.1022 1 1 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1366.42 0.00454278 91.0953 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1104.94 0.00248286 156.322 0.3477 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 984.096 1.36655e-05 22.2613 0.05062 0.05062 3513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1049.3 0.000195335 12.6441 1 1 3153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1230 0.000768235 10.0236 1 1 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1161.65 7.18519e-05 8.91202 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1237.65 0.211117 3425.31 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1291.91 0.00882275 54.3072 1 1 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1367.02 0.0134995 216.504 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 984.152 1.11871e-05 7.14187 0.6426 0.6426 3623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1105.06 0.000152236 12.5082 0.9425 0.9425 2320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1230.43 0.00422349 50.2461 1 1 2136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1049.32 9.94036e-05 9.56454 1 1 3260
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1367.38 0.000200085 61.2452 0.5782 0.5782 1995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1293.08 0.074049 163.314 1 1 1871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1336.66 0.0185016 2276.56 0.545 0.545 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 984.177 0.000130213 5.60413 1 1 3741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1161.69 0.000157585 7.58557 1 1 2322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3344 984.179 1.62302e-05 1.71197 1 1 3791
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 1105.13 0.000118955 23.7152 0.4134 0.4134 2435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1976 1231.02 6.99643e-06 16.1922 2.463e-07 0.001 2279 LS failed, Hessian reset
1999 1231.14 0.000183279 133.489 0.6111 0.6111 2305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1049.34 0.000550538 16.7535 1 1 3369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1161.71 0.00104467 9.46817 1 1 2434
1899 1367.49 0.000706559 11.5028 1 1 2102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1293.48 0.00190681 83.9261 1 1 1985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1231.65 0.000122735 36.9571 0.2611 0.2611 2414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1363.94 0.00364668 130.648 0.9069 0.9069 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1161.77 0.000683678 39.3526 1 1 2540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1105.14 9.37365e-05 13.0433 1 1 2545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1294.21 0.000180833 26.6258 0.2072 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1049.36 0.000408673 14.9613 1 1 3477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1367.54 0.00482533 45.8199 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1161.81 9.85475e-05 14.2886 0.7231 0.7231 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1231.85 0.00214847 68.0402 1 1 2525
2399 1105.19 0.000867672 28.1549 1 1 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3187 1049.42 1.33921e-05 21.2842 2.402e-07 0.001 3616 LS failed, Hessian reset
399 1402.39 0.00131117 51.1035 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1049.44 0.000209998 44.1799 1 1 3629
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1294.33 0.000550316 79.3314 0.3277 0.3277 2204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2441 1161.82 6.63092e-06 11.6064 7.277e-07 0.001 2746 LS failed, Hessian reset
2499 1105.2 8.71107e-05 10.487 1 1 2763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1367.59 0.00526285 273.845 1 1 2316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1049.47 0.000251527 19.7464 0.4677 0.4677 3738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1161.83 0.000181941 9.08054 1 1 2809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1295.04 8.63684e-05 63.0103 0.2785 0.2785 2317
2299 1231.99 0.000235288 20.3925 1 1 2633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1415.24 0.000251858 86.2163 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3345 1049.48 1.62304e-06 3.58831 4.935e-07 0.001 3844 LS failed, Hessian reset
2199 1367.81 0.000852399 21.8418 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1049.49 0.00036952 12.3888 0.2331 1 3902
2599 1161.85 0.000711408 12.1897 1 1 2914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1420.59 0.00375491 107.004 0.3558 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1105.25 0.000302175 38.1878 0.1802 0.1802 2880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1232.15 0.000554422 21.6078 0.6911 0.6911 2737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1367.92 0.0005687 17.9525 0.626 0.626 2535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1161.89 0.000136034 8.80137 1 1 3026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1295.27 0.00019446 22.6289 1 1 2427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1049.5 4.26169e-05 11.1572 0.3139 1 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1105.42 0.00211281 37.5479 1 1 2989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1426.25 0.00518253 99.82 1.512 0.1512 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1232.2 0.000137797 8.98125 1 1 2846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1295.32 0.000805029 75.7545 0.767 0.767 2535
3599 1049.5 5.34936e-05 8.49942 0.7337 0.7337 4124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1161.92 0.00029613 16.592 0.3214 0.3214 3136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1105.44 4.41598e-05 2.82025 1 1 3095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1368.02 0.000639474 15.2204 0.9065 0.9065 2646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3638 1049.5 1.746e-06 3.40838 5.581e-07 0.001 4212 LS failed, Hessian reset
2599 1232.25 0.000398768 14.4267 1 1 2954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1433.45 0.00158147 151.937 1 1 884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1295.43 0.00135081 42.9164 1 1 2642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2864 1161.94 4.59479e-06 7.84705 2.409e-07 0.001 3266 LS failed, Hessian reset
3699 1049.51 0.00196676 5.8173 1 1 4280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1105.45 0.000150685 6.92799 1 1 3209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1161.95 0.000248055 25.7046 1 1 3306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1368.03 0.00051757 19.4508 1 1 2755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1295.58 0.000259607 25.2154 1 1 2748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1232.37 0.0049221 24.7784 1 1 3061
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1435.84 0.00169845 411.793 0.3838 1 991
3799 1049.82 0.00163628 88.7106 1 1 4389
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1105.46 0.00103686 44.0597 0.08554 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3814 1049.84 7.85168e-06 17.9447 3.221e-07 0.001 4463 LS failed, Hessian reset
2999 1162 0.000255246 56.203 0.2195 1 3420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1232.47 0.0135479 115.399 1 1 3173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1295.73 0.00225257 26.6082 1 1 2860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1438.73 0.00676609 400.887 1 1 1097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1049.87 0.000220025 10.1416 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1368.07 0.00106605 18.7295 1 1 2869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1232.58 0.0168283 45.2617 1 1 3285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1162.05 0.000170814 5.12273 1 1 3537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1105.48 0.000305906 8.39808 1 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1049.92 0.00292838 64.3512 1 1 4669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1295.79 0.000691226 20.5895 0.3318 1 2971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1162.07 3.1825e-05 3.86831 1 1 3651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3200 1162.07 6.8123e-06 3.43195 0.2725 0.9207 3653
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 1232.65 0.000975345 11.9304 1 1 3399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1440.5 0.00267504 170.408 1 1 1207
4099 1049.97 0.000131738 3.13808 1 1 4774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1105.5 7.96445e-05 3.94699 1 1 3552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1295.94 0.000972467 76.7745 1 1 3084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2699 1368.11 0.00037158 11.502 1 1 2988
4199 1049.98 3.52418e-05 3.38892 0.9945 0.9945 4888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1105.55 0.000644416 50.3827 1 1 3660
3099 1232.8 0.0157445 87.5016 1 1 3512
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1049.99 2.9571e-05 3.83163 1 1 4997
1199 1442.98 0.00123125 73.7255 1 1 1317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1297.48 0.00239664 117.355 1 1 3197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3399 1105.56 0.00106179 10.2203 1 1 3771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4338 1049.99 7.64572e-06 9.70622 1.428e-06 0.001 5081 LS failed, Hessian reset
2799 1368.15 4.12277e-05 5.03345 1 1 3102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4390 1049.99 5.01421e-05 1.87384 0.9005 0.9005 5139
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance 3199 1233.04 0.000152583 47.5966 0.482 0.482 3623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1445.57 0.00948014 323.544 1 1 1430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1368.25 0.0013034 24.1123 0.4756 1 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1298.14 0.00584372 56.6485 1 1 3311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3490 1105.57 3.99473e-06 8.2268 2.893e-07 0.001 3930 LS failed, Hessian reset
3499 1105.57 3.81993e-05 15.804 0.2876 1 3941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3501 1105.57 4.55726e-05 1.50376 1 1 3943
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 1298.51 0.000667776 18.0268 1 1 3424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1447.8 0.000910911 27.73 1 1 1545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1233.11 0.00346711 45.6023 0.3273 1 3738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1368.31 0.000321821 11.035 1 1 3326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1233.31 0.000602812 16.2032 1 1 3847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1298.57 0.00058493 63.0511 1 1 3530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1448.14 0.00162138 82.2688 1 1 1653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1368.33 0.00154149 41.8617 1 1 3436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1233.38 0.00015844 34.3525 0.557 0.557 3956
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1298.85 0.000853624 76.416 1 1 3644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1233.42 0.000247575 6.56373 1 1 4070
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1368.36 0.000386526 18.7633 1 1 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1448.42 0.000236039 87.0448 0.4913 0.4913 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1299.09 0.015614 165.617 1 1 3756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1368.4 0.00097083 18.7451 1 1 3654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1233.45 0.0023208 18.62 1 1 4184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1299.24 2.99205e-05 6.9213 1 1 3863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1448.9 0.000244433 26.5641 1 1 1879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1368.46 0.000198053 7.90124 1 1 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1299.32 5.00887e-05 6.93129 0.7202 0.7202 3986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1233.49 0.00147292 14.3217 1 1 4294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1449.11 0.000249708 126.334 0.5434 0.5434 1985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3802 1233.49 4.72878e-06 11.5712 2.629e-07 0.001 4349 LS failed, Hessian reset
3499 1368.48 0.00050945 10.2597 1 1 3879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1299.38 3.06283e-05 10.7152 1 1 4094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3841 1233.5 2.56371e-06 4.01954 9.347e-07 0.001 4435 LS failed, Hessian reset
3842 1233.5 2.11769e-06 1.90904 1 1 4436
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 1450.02 0.0332437 158.795 1 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1299.5 8.63616e-05 8.77539 1 1 4203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1450.96 0.000475535 31.6019 1 1 2210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1368.53 4.87735e-05 8.81938 1 1 3996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1299.56 0.00125231 20.7777 1.719 0.1719 4322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1451.8 0.000180755 31.8941 0.6601 0.6601 2322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1368.56 4.70103e-05 4.29041 1 1 4109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1299.63 0.00204763 11.167 1 1 4429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1299.73 0.000288579 20.5591 0.6416 0.6416 4540
2199 1452.03 0.000807915 53.1414 1 1 2432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1368.58 0.000602613 6.43417 1 1 4216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1299.74 0.00024929 5.60955 1 1 4655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4251 1299.75 9.44924e-06 2.30654 0.2587 1 4721
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 1452.18 0.00713683 107.322 1 1 2547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1368.63 0.00171692 22.0537 1 1 4330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1368.66 3.04377e-05 4.35946 1 1 4441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1452.28 0.00283619 40.9183 1 1 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4023 1368.66 6.66428e-05 1.69967 0.8799 0.8799 4468
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 1452.44 0.000530456 11.8697 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1452.54 0.00319437 88.5919 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1452.63 0.000945063 87.003 0.3242 0.3242 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1452.82 0.00475947 97.5057 0.1287 1 3112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1452.93 0.0001029 7.13347 0.828 0.0828 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1452.96 0.000153149 16.5239 1 1 3335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1452.99 0.000113313 18.0016 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3166 1452.99 1.05406e-05 4.46585 4.029e-06 0.001 3570 LS failed, Hessian reset
3199 1453 0.000121913 7.40924 1 1 3604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1453.25 0.000163444 69.4254 0.504 0.504 3712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1453.31 4.70138e-05 12.0354 0.4115 0.4115 3823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1453.34 0.000116792 20.9969 1 1 3935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1453.45 0.000547012 21.1791 1 1 4054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1453.49 0.00213293 16.1005 1 1 4169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1453.56 0.00726747 42.7109 1 1 4278
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1453.65 0.000168764 15.1054 1 1 4388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1453.67 0.000298563 73.8767 0.3419 0.3419 4495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1453.7 0.000286322 3.38978 0.9961 0.9961 4601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1453.71 1.7684e-05 6.58296 1 1 4726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1453.78 0.00014471 31.0184 0.3284 0.3284 4834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1453.85 0.00411299 39.1925 1 1 4950
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1453.94 0.00114658 29.7909 1 1 5057
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1453.97 0.000202302 13.5862 1 1 5171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1453.98 0.000817778 18.025 1 1 5287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1454.03 0.000218692 11.074 1 1 5397
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1454.05 5.61815e-05 9.48824 1 1 5510
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1454.08 0.00115393 42.6019 1 1 5622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 1454.09 7.40057e-05 16.3083 1 1 5733
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5156 1454.1 7.22705e-05 3.13026 0.9726 0.9726 5803
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
99 1330.59 0.0058531 243.345 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1408.07 0.00307617 602.737 0.6659 0.6659 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1433.1 0.0231001 337.732 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1459.25 0.00727126 259.598 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1480.58 0.000964115 100.341 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1487.63 0.00170713 196.914 0.268 0.268 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1492.27 0.0179375 455.283 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1494.96 0.0121299 87.5222 1 1 881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1497.47 0.00063808 38.8791 1 1 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1503.34 0.000341167 74.5648 1 1 1100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1504.9 0.00361315 187.139 1 1 1206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1508.31 0.00191195 167.125 1 1 1315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1511.77 0.00021215 46.2431 1 1 1421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1404.69 0.113907 664.706 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1512.73 0.00405386 128.628 0.6938 0.6938 1530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1431.05 0.00278038 608.08 0.6697 0.6697 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1514.34 0.00315042 78.0089 1 1 1645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1448.8 0.022573 425.466 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1383.82 0.029789 1766.83 0.2053 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1430.09 0.00307905 137.568 0.6679 0.6679 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1515.33 0.000143639 47.7311 0.835 0.835 1761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1473.86 0.123988 558.548 1 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1476.79 0.00523244 307.54 0.7605 0.7605 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1498.18 0.00550106 210.265 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1536.46 0.00530587 452.864 0.3745 0.3745 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1514.95 0.0398947 492.855 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1515.57 0.000284405 32.9008 0.7963 0.7963 1866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1565.97 0.0116414 420.964 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1444.95 0.0061244 162.572 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1529.41 0.00337687 94.4295 1 1 435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 599 1505.7 0.0133763 329.79 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1516.17 0.00216584 24.6773 1 1 1976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1556.65 0.0316697 371.667 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1587.73 0.0085583 140.943 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1521.65 0.00127302 105.522 0.3153 0.3153 769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1540.19 0.000450993 225.903 0.7267 0.7267 545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1516.48 0.00146398 51.5808 1 1 2089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1592.62 0.00092827 130.555 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1524.51 0.0106553 438.815 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1600.77 0.00662617 411.624 0.1428 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1517.36 0.00376447 95.6138 1 1 2201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1544.37 0.00118678 148.756 1 1 649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1606.91 0.00702912 241.041 1 1 436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1529.3 0.00104312 105.176 0.7029 0.7029 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1571.51 0.0114505 241.705 1 1 755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1518 0.000321589 17.0417 1 1 2320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1635.94 0.00408541 301.362 0.8028 0.8028 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1651.37 0.0100909 178.314 1 1 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1531.19 0.00422415 80.1808 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1576.77 0.000679889 84.4158 1 1 861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1646.14 0.0446829 911.856 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1518.21 0.000325894 35.3539 0.8638 0.8638 2435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1658.44 0.00211951 109.72 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1544.61 0.000807498 70.8884 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1581.7 0.00057702 529.189 0.6068 0.6068 971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1518.37 0.00143629 43.6781 1 1 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1654.28 0.00398993 149.288 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1665.43 0.00364537 268.451 1 1 771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1548.59 0.00693883 157.403 0.6971 0.6971 1327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1586.29 0.0128384 369.279 1 1 1082
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1518.51 0.00103437 34.6205 0.3309 0.3309 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1676.23 0.000559602 114.616 1 1 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1657.34 0.00266052 182.641 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1551.49 0.00149849 404.112 1 1 1439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1590.56 0.00416633 55.5235 1 1 1194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1518.65 0.000746757 27.0659 0.7737 0.7737 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1692.15 0.048323 982.728 1 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1552.83 0.00359775 53.5615 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1663.79 0.00903499 212.655 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1553.82 0.00176247 232.245 1 1 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1518.81 0.000425048 38.5638 1 1 2890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1708.31 0.000772734 92.8492 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1524.15 0.015372 284.87 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1595.54 0.0127664 208.042 1 1 1303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1666.11 0.00220749 51.9953 0.8873 0.8873 1213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1554.68 0.00245406 53.9174 1 1 1766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1519.05 0.00050427 17.435 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1598.64 0.000270435 204.411 0.3879 0.3879 1414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1713.44 0.00986542 215.746 10 1 1214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1557.3 0.0177055 226.881 1 1 1879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1519.26 0.000764757 29.4934 0.985 0.985 3116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1667.56 0.00568235 172.101 1 1 1322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1599.87 0.0128258 178.516 1 1 1530 199 1601.94 0.000773342 165.418 0.7972 0.7972 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1722.14 0.00186426 258.372 1 1 1321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1559.14 0.00089541 51.7995 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1519.93 0.00618626 178.019 0.2957 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1652.08 0.0481205 300.914 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1727.16 0.00143485 223.525 0.5305 0.5305 1429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1668.7 0.00281558 107.987 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1601.72 0.0187874 286.37 0.4546 1 1640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1559.56 0.0031177 71.6284 0.9802 0.9802 2094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1520.34 0.00107653 25.7064 1 1 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1732.31 0.000262173 36.15 1 1 1540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1702.33 0.00598247 437.162 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1672.31 0.00508496 428.844 0.1589 0.1589 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1605.33 0.000542011 113.891 1 1 1750
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1560.25 0.00242949 264.388 1 1 2199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1520.59 0.00202589 26.5584 0.6428 0.6428 3448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1733.42 0.00171467 404.184 0.1023 1 1651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1725.85 0.0018597 126.088 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1564.88 0.00219027 61.7255 1 1 2308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1606.29 0.00514672 112.392 1 1 1860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1520.66 3.93474e-05 11.1945 0.3552 0.3552 3561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1676.21 0.09672 466.301 1 1 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1605.75 0.0301222 1071.16 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1756.14 0.0685416 647.754 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1566.26 0.0474602 252.538 1 1 2412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1520.76 0.00242937 73.6228 1 1 3672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1735.7 0.00594725 99.9404 1 1 1759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1606.56 0.0110824 513.973 1 1 1964
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1692.71 0.146401 1263.46 1.062 0.1062 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1567.52 0.00054029 184.611 0.1877 0.1877 2524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1680.68 0.0392542 260.392 1 1 1769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1768.14 0.00621134 137.439 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1739.26 0.00183006 138.917 1 1 1868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1520.79 0.000133016 6.16745 1 1 3786
1899 1607.2 0.00739202 140.994 1 1 2076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1773.72 0.0114632 279.344 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1776.13 0.0247649 385.187 0.4504 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1568.57 0.006131 124.049 0.2702 1 2632
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1682.53 0.0227964 178.069 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1740.05 9.45444e-05 12.3756 1 1 1981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1520.83 0.000420452 8.54932 1 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1608.2 0.0003872 34.0729 1 1 2192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1778.59 0.00379294 188.477 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1798.87 0.0747047 790.261 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1683.38 0.00177576 55.2542 0.3022 1 1990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1569.88 0.00101517 60.886 1 1 2747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1610.02 0.0142981 200.097 1 1 2303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1520.87 9.20661e-05 9.9738 1 1 4007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1684.59 0.0104166 80.9861 1 1 2100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1741.78 0.000316975 133.721 0.8075 0.8075 2100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1814.96 0.0169502 561.859 0.8933 0.8933 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1570.65 0.000654506 115.65 0.4601 0.4601 2858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1794.56 0.055883 785.53 1 1 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1610.69 0.025626 295.007 1 1 2415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1742.43 0.00391577 158.223 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1684.79 0.00181901 30.9144 1 1 2214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1571.1 0.00650416 37.2165 1 1 2972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1520.89 0.0012645 40.3076 0.4696 1 4121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1805.44 0.0388578 320.7 1 1 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1827.59 0.00669636 250.402 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1611.76 0.000300376 122.209 0.4011 0.4011 2526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1520.9 0.00106238 7.79514 1 1 4229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1742.69 0.00901945 140.403 1 1 2314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3842 1520.9 9.48479e-05 2.41224 1 1 4277
2799 1571.22 0.00115077 75.3538 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
699 1841.83 0.00169522 194.013 0.6953 0.6953 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1685.09 0.00183898 38.2692 1 1 2328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1809.99 0.00195892 77.2194 0.1526 0.1526 1360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1612.01 0.00196 164.909 1 1 2635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1744.04 0.00289656 79.2955 1 1 2425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1571.3 0.000562099 116.458 0.7931 0.7931 3197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1856.05 0.00433452 194.743 1 1 879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1685.6 0.0190133 203.871 1 1 2438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1612.45 0.00508343 246.39 1 1 2744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1571.41 0.000201072 21.6781 1 1 3304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1812.52 0.0189782 311.97 1 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1612.69 0.000351772 14.8163 1 1 2848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1744.36 0.000116064 36.2634 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1886.32 0.00560982 1001.83 0.4797 0.4797 985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1685.95 0.000736879 43.4308 0.5916 0.5916 2547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1571.52 0.000247422 51.8474 0.867 0.867 3411
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1612.76 0.000132001 39.7109 0.2511 0.2511 2958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1686.38 0.000397444 176.279 0.626 0.626 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1814.18 0.00153049 202.718 1 1 1585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1744.69 0.000907483 40.4504 1 1 2642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1892.95 0.00533343 119.386 1 1 1098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1571.82 0.000338596 43.4664 1 1 3533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1612.85 0.00118992 61.933 0.7668 0.7668 3067
2499 1686.95 3.66171e-05 15.6869 1 1 2759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1815.58 0.0021041 242.486 1 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1745.05 0.00313688 231.403 1 1 2753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1571.85 0.00254681 21.4797 1 1 3643
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1900.91 0.0770262 471.11 1 1 1212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1687.17 0.000121058 47.0371 0.443 0.443 2874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1612.93 0.000259171 7.01218 0.9074 0.9074 3178
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1572.04 0.000252348 76.5646 1 1 3746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1815.86 0.00372546 67.2366 1 1 1804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1746.67 0.000726922 63.1364 1 1 2861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1914.2 0.000425426 612.587 0.08565 1 1322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1687.29 0.000947047 64.2064 1 1 2986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1747.47 0.000676017 67.9428 1 1 2972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1818.32 0.0059318 170.994 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1612.97 0.000253163 32.1499 1 1 3287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1687.58 0.00135256 52.6687 1 1 3095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1572.12 1.83056e-05 6.62019 1 1 3852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1922.69 0.0137284 677.299 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1748.18 0.000712007 201.43 0.5545 0.5545 3078
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1819.81 0.00373967 54.7101 1 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1613 0.00390409 70.896 1 1 3395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1572.18 0.00161322 22.7167 1 1 3962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1748.39 0.00023055 18.4674 1 1 3185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1820.85 0.00443191 196.406 1 1 2142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1613.14 0.000485596 16.1001 1 1 3501
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1572.26 0.000208668 22.8005 0.8287 0.8287 4078
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1687.63 0.000142377 20.5972 1 1 3201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1925.24 0.000462088 37.9468 1 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1613.19 0.000374551 12.5005 1 1 3613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1748.57 0.00105516 16.5624 1 1 3295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1821.98 0.00153981 89.6276 0.8379 0.8379 2253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1687.81 0.000180269 21.8944 1 1 3308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1572.41 0.00323351 30.9687 1 1 4182
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1925.59 0.0167713 250.321 1 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1749.15 0.0268268 163.366 1 1 3406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1613.24 0.000642032 22.1651 1.206 0.1206 3730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1687.97 0.00111182 15.0279 1 1 3416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1572.51 0.000904981 92.4613 0.4183 1 4299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1822.21 0.000362562 62.8176 1 1 2360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1926.75 0.00258762 249.682 0.3632 0.3632 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1613.36 0.00135365 123.236 1 1 3836
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1572.57 7.74255e-05 4.18163 1 1 4410
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1822.59 0.000436174 87.7072 1 1 2470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1750.32 0.000350618 257.455 0.655 0.655 3515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1688.31 0.000432386 74.5504 1 1 3528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1675.59 0.0306266 548.954 0.885 0.885 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1572.6 0.00133319 25.2252 1 1 4521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1927.25 0.000801405 58.6738 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1613.4 0.000502553 31.4569 1 1 3945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1688.96 0.000757765 92.6892 1 1 3639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1751.34 8.62002e-05 17.0596 1 1 3625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1822.82 0.00347555 191.594 1 1 2580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1928.31 0.005614 268.402 1 1 1987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1572.66 0.000533595 11.635 1 1 4636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1613.45 0.000426004 22.6131 1 1 4054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1765.96 0.027885 1160.36 0.4811 0.4811 232
2399 1822.99 5.59967e-05 13.9774 1 1 2689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1689.54 0.00222668 93.4311 0.4691 0.4691 3752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1929.01 0.000373062 82.4256 0.9048 0.9048 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1751.84 0.000978715 107.85 1 1 3735
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1613.51 0.0014075 61.6226 1 1 4164
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1572.68 2.92826e-05 2.53255 1 1 4743
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1823.33 0.0203483 119.652 1.407 0.1407 2799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1690.33 0.00414952 105.662 1 1 3862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1817.56 0.00235952 456.232 0.8213 0.8213 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1752.11 0.00415816 57.9933 1 1 3843
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1613.69 0.00102066 100.913 1 1 4274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1929.63 0.00196057 275.636 0.7218 0.7218 2210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1823.97 0.000272559 58.4647 0.523 0.523 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1690.83 0.00433216 134.679 1 1 3977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4372 1572.69 9.79073e-06 1.96702 1 1 4824
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 1886.6 0.00189635 251.447 0.7461 0.7461 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1613.82 0.000178597 12.4386 0.9641 0.9641 4382
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1752.2 0.000198778 39.3058 1 1 3949
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1931.4 0.0105189 411.715 0.2615 0.2615 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1824.27 0.000220187 40.149 1 1 3018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3658 1752.21 2.03808e-05 3.66348 0.9989 0.9989 4011
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 1691 0.000129482 42.444 0.5015 1 4086
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1613.84 0.000179107 12.7077 1 1 4493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1900.59 0.00178653 219.72 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1932.78 0.00160451 29.5027 1 1 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1824.5 0.000433065 49.9912 1 1 3129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1691.16 0.000368727 33.6111 2.892 0.2892 4198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1613.88 0.00112863 17.2332 0.2689 0.8443 4608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1934.34 0.00132812 160.822 1 1 2548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1934.06 0.0080815 350.173 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1824.7 0.000326387 64.0202 0.4075 0.4075 3238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1691.23 9.31435e-06 13.6751 0.2809 0.2809 4314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1613.91 0.000526488 48.3364 1 1 4725
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1949.97 0.000419071 341.069 0.2988 0.2988 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1934.94 0.000617071 66.2511 1 1 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1613.98 0.00554398 158.465 1 1 4828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1825.21 0.000401654 74.4253 1 1 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1955.45 0.00391506 1289.9 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1935.56 0.00114768 31.3655 1 1 2768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1614.02 2.44783e-05 5.32612 1 1 4937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4507 1614.02 1.56221e-05 2.23308 1 1 4946
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 1825.31 0.000596767 27.8083 1 1 3458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1960.81 0.00166623 220.996 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1935.75 0.00280353 34.989 1 1 2881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1691.28 0.00023067 26.6419 1 1 4427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1935.84 0.000438499 69.317 1 1 2990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1825.38 7.59358e-05 11.4359 0.5124 1 3571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1964.49 0.00548748 274.087 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1936.08 8.88588e-05 59.8729 0.4328 0.4328 3104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1973.85 0.0173409 348.509 0.4779 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1825.49 0.00255412 80.7149 0.4828 1 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1986.06 0.00345502 859.232 0.3749 0.3749 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1825.56 7.78945e-05 22.6115 1 1 3793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1936.24 0.000914755 130.325 0.2153 0.2153 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1691.3 0.000425679 24.5309 1 1 4539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4132 1691.31 1.03763e-05 2.94171 1 1 4575
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 1994.32 0.0237287 1186.05 0.5045 1 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1936.32 0.000380866 18.1245 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1825.59 0.000216307 9.35733 1 1 3896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1996.42 0.00280094 222.14 1 1 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1825.64 7.38353e-05 21.0697 1.262 0.1262 4006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1936.36 0.000228126 15.3949 0.9993 0.9993 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1825.97 0.0182768 175.099 1 1 4115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1997.76 0.00139848 92.3772 1 1 1663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1936.59 0.0043177 76.2852 1 1 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1826.99 0.00770973 77.3112 1 1 4230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1998.83 0.000363544 41.8956 0.4358 0.4358 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1827.57 0.000329035 11.3495 1 1 4339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1999.84 0.00201455 154.955 0.5203 0.5203 1878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1937.03 0.00202148 19.7088 1 1 3659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1827.64 1.74844e-05 18.2433 0.4454 0.4454 4454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1937.1 0.00155831 49.4837 1 1 3770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2003.91 0.0422286 933.512 0.3387 1 1986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1827.7 0.000188336 9.73984 1 1 4567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1937.21 0.00149086 82.4677 1 1 3882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2007.46 0.00378623 214.37 1 1 2092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1827.71 0.000112626 10.5305 1 1 4677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1937.37 0.000497731 35.6441 1 1 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1827.8 0.000951447 20.9671 0.2502 1 4784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2009.6 0.00700058 290.378 1 1 2200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1937.5 0.000254779 37.9131 0.8711 0.8711 4102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1937.56 0.000459548 20.5351 1 1 4213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2010.99 0.000342654 22.6159 1 1 2306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1827.9 5.03643e-05 8.61097 1 1 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1827.98 0.00043545 8.16441 1 1 5006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1937.64 0.00282754 40.7927 0.7573 0.7573 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2011.33 0.00204594 57.2213 1 1 2415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1828.06 0.00175598 36.868 1 1 5113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2011.48 4.78739e-05 14.3474 1 1 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1937.66 0.00018982 17.8184 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1828.22 0.00216231 296.239 1 1 5228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1937.67 7.73139e-05 15.9105 0.3096 1 4552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2012.23 0.00436164 432.704 0.2777 1 2637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1937.73 0.0111396 115.724 1 1 4661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1828.31 0.00149325 78.2513 1 1 5335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2012.64 0.00100102 72.769 1 1 2747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4268 1937.79 3.01611e-05 2.5256 1 1 4744
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4864 1828.32 8.35068e-05 2.97939 1 1 5407
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 2012.77 2.46638e-05 24.1518 1 1 2853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2013.27 0.00040263 31.3804 1 1 2963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2013.87 0.00104745 31.2072 1 1 3084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1793.65 0.00142565 480.903 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2014.33 0.00149453 187.263 0.2286 0.2286 3199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1917.05 0.0450491 1120.47 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2014.74 0.00138608 58.8056 1.907 0.1907 3312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1948.4 0.000946925 392.309 0.7604 0.7604 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2014.81 0.000495783 42.3144 1 1 3428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1970.95 0.00163075 321.797 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2015.05 0.00380194 290.394 0.3853 1 3544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1993.71 0.00138456 254.36 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2015.97 0.00764205 312.533 0.3143 0.3143 3654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1998.47 0.00477895 371.906 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2007.81 0.00192834 421.186 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2016.47 0.0021623 55.4019 1 1 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2023.83 0.00284143 191.367 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2017.02 0.00516038 155.252 1 1 3878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2042.67 0.00219699 417.979 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2017.3 0.000535774 67.7584 1 1 3989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2052.29 0.00102701 231.948 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3699 2017.37 0.000237749 41.2932 1 1 4099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2077.39 0.000309535 91.0564 0.1917 0.8597 1220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2017.41 0.000408903 87.7748 0.33 1 4206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2083.58 0.00391917 267.058 0.8052 0.8052 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2017.47 0.00090167 14.9348 1 1 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2094.88 0.00525951 677.4 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2017.54 0.000312919 42.6744 1 1 4425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1851.7 0.0111864 589.92 0.6704 0.6704 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2101.16 0.00351508 336.961 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1921.69 0.0556161 1360.86 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2017.58 0.000567984 33.5676 0.4209 1 4537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2107.59 0.000171497 73.8493 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2017.61 0.00129314 13.2594 1 1 4651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1971.98 0.00579367 753.688 0.9936 0.9936 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1928.62 0.0168343 2501.42 0.5435 0.5435 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2108.31 0.00349572 247.479 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2017.65 0.00183784 44.8327 2.149 0.2149 4768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1994.2 0.00299022 209.073 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2004.45 0.0226699 1391.02 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2109.74 0.000544639 89.8783 0.3092 1 1885
4399 2018.03 0.000219281 63.1276 0.2095 0.2095 4881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2043.61 0.00151505 125.507 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2066.07 0.00657982 308.842 1 1 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2110.7 0.00306883 174.915 1 1 2002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2018.3 0.000413341 37.3251 0.5732 0.5732 4991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2061.66 0.00425722 197.001 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2111.47 0.00512018 253.755 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2074.8 0.0094284 202.198 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2018.33 0.00353408 189.884 1 1 5105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2070.16 0.0154888 696.218 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2021.05 0.101537 767.979 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2115.48 0.0387165 426.99 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2111.92 0.00124156 183.311 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2032.88 0.10663 877.025 1.126 0.1126 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2018.38 6.67772e-05 28.4493 0.3913 0.3913 5214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2087.01 0.0219454 284.545 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2070.26 0.00431391 182.711 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2113.83 0.0667849 1646.54 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2116.17 0.0824827 360.584 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2018.4 0.000814921 23.4453 0.3893 0.7782 5324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2140.6 0.0774695 475.953 1 1 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2090.99 0.00663322 176.958 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2137.99 0.00545293 329.243 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2118.32 0.0034278 174.657 0.868 0.868 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2176.57 0.00605287 562.649 1 1 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2018.42 0.00100189 17.6466 1 1 5434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2153.76 0.00905455 1374.12 0.625 0.625 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2177.89 0.00878705 563.534 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2096.35 0.000551354 248.528 0.2422 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2119.16 0.00467188 253.974 1 1 2544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2018.44 0.00144983 53.1501 0.2412 1 5542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2208.92 0.0454602 726.193 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2160.13 0.00117017 134.707 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2119.92 0.0451812 392.712 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2219.26 0.043683 2037.24 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2018.53 0.0012543 33.1081 1.911 0.1911 5654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2121.97 0.000327785 100.797 0.4742 0.4742 2759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2236.1 0.00543516 137.268 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2170.54 0.0121207 977.809 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2099.81 0.000604385 39.7201 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2018.56 0.000259835 8.43944 1 1 5764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2122.79 0.00684602 112.964 1 1 2872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2232.27 0.000537093 41.5467 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2254.29 0.00283622 148.211 1 1 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2100.54 0.0051654 66.0655 1 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2178.38 0.001596 422.63 0.04101 1 1127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2123.87 0.0029035 112.53 1 1 2983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2018.57 0.000520569 45.0198 1 1 5883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2102.02 0.00127742 114.547 0.905 0.905 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2181.2 0.00257099 140.324 1 1 1237
699 2252.05 0.00683949 247.473 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2261.44 0.00602423 239.825 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5362 2018.58 7.94192e-05 2.38211 1 1 5953
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1399 2105.41 0.00260096 83.4171 1 1 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2125.74 0.0153213 635.886 0.1884 1 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2276.31 0.140591 3890.18 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2202.13 0.0051877 1594.7 1 1 1346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2279.01 0.031455 498.928 1 1 909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2210.12 0.00442091 302.366 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2305.33 0.00403572 638.094 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2109.58 0.010123 372.49 1 1 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2295.55 0.0257348 1019.54 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2127.56 9.31115e-05 45.105 1 1 3211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2307.73 0.000991483 149.227 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2129.03 0.00323271 487.42 1 1 3320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2110.74 0.000616989 270.686 0.4263 0.4263 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2211.99 0.00232552 292.127 1 1 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2310.25 0.0314456 1297.46 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2310.34 0.000618306 122.193 1 1 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2129.44 0.00102745 142.853 1 1 3430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2215.71 0.0118817 751.197 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2325.22 0.000781533 100.338 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2111.24 0.00147028 145.683 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2129.69 0.00249392 80.8678 1 1 3545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2327.27 0.00131676 87.2222 1 1 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2112.56 0.000365289 39.1998 1.669 0.1669 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2322.39 0.00661874 297.81 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2229.91 0.00517863 461.127 0.639 0.639 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2329.11 0.000839488 127.827 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2334.19 0.0195219 191.327 1 1 1475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2245.84 0.015643 296.842 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2129.86 5.7513e-05 45.8294 0.2111 0.2111 3661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2113.4 7.84687e-05 24.0215 1 1 2138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2337.36 0.0155593 581.322 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2129.99 0.000476976 124.929 0.3917 0.3917 3769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2085.53 0.0399064 1749.99 0.8373 0.8373 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2114.31 0.00130835 39.6702 1 1 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2254.98 0.00285544 157.142 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2338.65 0.0173144 459.612 0.8723 0.8723 1587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2343.94 0.020656 1374.16 0.4965 1 1654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2130.18 0.000455339 38.3591 1 1 3886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2260.63 0.00116803 81.8726 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2158.58 0.00318417 364.574 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2115 8.29349e-05 33.9671 1 1 2355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2192.17 0.0120158 2160.66 0.5439 0.5439 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2348.3 0.00800967 128.659 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2350.9 0.00343967 234.086 0.3778 0.3778 1763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2130.28 0.00330806 94.602 1 1 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2261.64 0.00215645 270.332 0.1267 1 2229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2116.1 0.00281196 54.6421 1 1 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2216.87 0.0892599 961.155 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2350.73 0.0010925 212.018 1 1 1806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2259.98 0.0700598 1123.32 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2354.02 0.00471355 220.468 1 1 1872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2130.43 0.000301298 90.3548 0.04338 1 4109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2116.77 0.00067968 56.8599 1 1 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2262.75 0.0444568 1719.08 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2342.89 0.00540317 432.319 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2352.39 0.0140045 925.038 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2274.55 0.0136138 978.146 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2130.49 0.000468095 121.387 0.7492 0.7492 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2354.7 0.000732417 98.7612 1 1 1981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2264.36 0.0154872 127.743 1 1 2447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2118.55 0.00153556 260.216 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2378.68 0.000815139 167.27 0.4173 0.4173 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2291.82 0.0127129 871.587 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2131.18 0.00130749 115.964 0.5413 0.05413 4337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2354.97 0.00454756 171.238 1 1 2091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2265.23 0.00217578 40.8604 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2360.26 0.000681464 175.245 0.7913 0.7913 2024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2120.46 0.000164371 63.6032 0.4314 0.4314 2793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2131.36 0.0030228 37.7825 1 1 4456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2265.93 0.00207578 95.5942 1 1 2672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2397.91 0.0368987 1186.75 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2317.47 0.00388731 202.76 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2365.55 0.0267275 558.266 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2355.69 2.77635e-05 52.9045 0.7852 0.7852 2203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2121.09 0.00111275 154.368 0.3198 0.3198 2905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2131.66 0.000207225 47.9121 1 1 4567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2355.86 0.000529632 36.1185 1 1 2311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2271.16 0.00674717 138.448 1 1 2779 699 2338.47 0.0135798 470.413 0.7017 0.7017 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2121.23 0.00176017 35.6918 1 1 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2408.01 0.010835 180.484 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2372.24 0.00217213 205.704 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2356.01 6.78154e-05 24.1766 1 1 2424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2132 0.0233665 133.438 1.03 0.103 4682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2276.23 0.0185552 150.614 1 1 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2363.89 0.189561 4600.47 0.9921 0.9921 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2121.5 0.000163573 145.616 0.3416 0.8574 3129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2416.13 0.0128528 1426.72 0.482 0.482 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2385.26 0.0300528 1048.01 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2132.12 0.000382432 34.0841 0.7199 0.7199 4794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2380.31 0.0497739 1934.28 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2278.99 0.00128212 164.541 1 1 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2356.37 0.000314704 44.7587 1 1 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2470.9 0.110334 1489.63 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2122.64 0.000918884 374.717 1 1 3244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2132.2 0.000960101 24.8896 1 1 4898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2280.65 0.000395308 110.968 1 1 3104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2391 0.029495 2205.48 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2387.05 0.0351574 264.055 1 1 2465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2356.54 0.000618466 51.1211 0.3969 0.3969 2647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2124.09 0.0299599 615.544 1 1 3361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2132.22 0.000326786 18.5932 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2487.69 0.0106243 246.08 1 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2407.06 0.0023189 335.144 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2132.24 8.39243e-05 10.3094 1 1 5112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2281.08 0.000179538 99.8808 1 1 3209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2125.85 0.0321469 190.791 1 1 3479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2394.15 0.0237309 236.389 1 1 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2499.82 0.000535932 301.765 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2409.85 0.00536335 118.355 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2356.63 0.00155347 39.5025 4.169 0.4169 2766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2281.38 0.000894676 69.6275 1 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2132.29 0.00029354 34.2772 1 1 5219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2404.18 0.0166885 119.072 1 1 2693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2126.33 0.00147572 46.5788 1 1 3592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2512.17 0.0737403 968.528 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2413.23 0.00123679 441.33 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2132.35 0.00417554 55.401 1 1 5334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2357.05 0.00368177 129.013 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2281.99 0.000251044 106.936 0.9539 0.9539 3430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2126.4 0.000347211 34.4048 1 1 3704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2406.64 0.0218297 356.27 1 1 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2416.71 0.0380525 533.331 1 1 1548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2132.38 0.000220909 8.94043 1 1 5448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2517.6 0.00708305 114.657 1 1 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2357.89 0.035692 269.237 1 1 2984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2282.19 0.000639192 34.9814 1 1 3542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2126.66 0.00333501 88.748 1 1 3812
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2407.17 0.00534053 267.429 1 1 2925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2132.42 0.000235631 19.34 0.4229 0.4229 5554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2420.16 0.00585499 333.794 0.7389 0.7389 1658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2358.89 0.00037619 134.718 0.4077 0.04077 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2126.75 0.000225172 29.5035 1 1 3930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2523.3 0.00176387 121.061 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2282.39 0.000587315 69.2447 1 1 3649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2407.83 0.00620408 113.866 0.5079 1 3036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2132.47 0.000328856 102.519 1 1 5670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2528.01 0.00436271 656.722 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2126.81 0.000820799 42.2546 1 1 4040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2359.13 0.000837827 57.6992 0.4537 0.4537 3199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2282.74 0.000403768 74.4872 1 1 3762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2132.48 8.81919e-06 4.25289 1 1 5778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2408.15 0.00143777 45.2596 1 1 3145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2424.88 0.0157634 872.215 1 1 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2126.92 0.0020563 156.213 0.3369 0.3369 4153
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2359.44 0.0003783 50.6579 1 1 3305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2408.49 0.000151551 134.974 0.1452 0.1452 3256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2283.23 0.0017328 51.7748 1 1 3876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2532.82 0.0253144 239.862 1 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2132.5 0.000658582 32.3682 1 1 5889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2428.98 0.00963549 225.893 1 1 1872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2359.66 4.45602e-05 18.5525 1 1 3419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2283.42 0.000504325 44.0207 1 1 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2127.41 0.00913172 437.639 1 1 4261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2408.69 0.00062232 48.722 1 1 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2132.52 0.000406988 11.5012 1 1 6000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2127.62 8.9758e-05 86.9043 0.1535 1 4373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2540.58 0.00781031 360.385 1 1 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2359.75 0.000544495 20.0145 1 1 3533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5436 2132.53 2.62385e-05 2.64253 1 1 6044
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 2430.89 0.000323493 34.7489 1 1 1983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2283.66 0.00216643 158.283 0.1073 1 4103
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2127.72 0.000544665 24.6979 1 1 4484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2547.79 0.00263552 291.062 0.4296 0.4296 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2359.81 0.00019157 85.8824 0.4394 0.4394 3642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2408.79 0.000581003 75.6915 1 1 3483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2439.24 0.0269952 231.4 1 1 2090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2285.27 0.00183007 169.303 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2127.76 0.000343813 42.3454 1 1 4598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2552.79 0.00371119 137.73 1 1 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2409.24 0.000843224 180.12 0.6397 0.6397 3598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2359.86 0.000114196 21.6519 1 1 3747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2442.87 0.000516667 32.1557 1 1 2205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2286.02 0.00177083 53.9073 1 1 4320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2127.8 0.000954612 37.619 1 1 4709
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2409.81 0.00309054 253.784 1 1 3713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2559.38 0.0194117 822.843 1 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2286.77 0.000627337 164.772 0.8436 0.8436 4424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2443.61 0.0011496 48.7715 0.3108 0.9413 2315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2127.89 0.000191307 8.29646 1 1 4825
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3399 2410.46 3.17526e-05 34.2639 1 1 3826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2359.88 2.14131e-05 8.75893 0.4055 0.4055 3868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2562.04 0.000756159 120.688 1 1 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2286.98 0.000104426 42.6701 0.5542 0.5542 4533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2444.61 0.000147506 120.891 0.2591 0.2591 2424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2360.04 0.000995581 101.356 1 1 3974
3499 2410.62 0.000479333 56.5644 1 1 3933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2128 0.0021385 33.6486 1 1 4937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2287.1 0.000188343 95.7114 0.4196 0.4196 4647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2563.89 0.000461258 108.784 0.4514 0.4514 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2410.73 0.00128766 40.657 4.012 0.4012 4048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2128.04 1.67152e-05 23.9449 0.2337 0.2337 5060
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2445.01 0.0174943 522.356 1 1 2538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2360.15 0.000114997 18.0555 1 1 4081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2564.1 0.00164068 164.53 1 1 2467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2287.91 0.000485561 82.7533 1 1 4758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2446.12 0.00118489 148.884 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2128.15 0.00257758 47.0493 1 1 5170
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2360.26 0.00359454 122.065 1 1 4192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2565.2 0.00179334 186.93 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2410.84 9.45432e-05 20.1197 1 1 4157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2288.39 0.000797748 33.5081 1 1 4871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2128.46 0.00123004 44.0695 1 1 5279
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2446.95 0.000129561 48.3602 1 1 2760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2360.31 5.28173e-05 13.9075 0.3679 0.3679 4301
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2410.95 0.0014668 123.245 1 1 4266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2288.47 0.000506358 31.3493 1 1 4987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2128.56 0.000744546 56.1281 1 1 5392
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2569.46 0.0148305 221.477 1 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2448.01 0.000313897 32.6055 0.8938 0.8938 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2360.38 0.000377632 35.1956 1 1 4408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2411 0.000461191 67.0573 1 1 4379
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2288.51 2.79362e-05 22.8695 0.36 0.36 5098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2128.68 3.68419e-05 21.8806 1 1 5513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2570.82 0.00262295 85.1762 1 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2360.42 0.000336899 20.4924 1 1 4521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2411.04 0.000353246 42.0959 0.5492 0.5492 4486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2226.09 0.0251748 1967.03 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2448.28 0.000612145 65.4931 1 1 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4135 2360.43 2.99594e-05 5.65131 1 1 4562
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4999 2128.74 0.000108718 20.3208 1 1 5626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2288.56 1.58381e-05 17.7317 1 1 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2571.23 0.00194495 98.4817 0.4071 1 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2411.47 0.000240626 42.6158 1 1 4595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2449.34 0.0010711 48.3513 1 1 3087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2308.64 0.00661573 391.173 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2288.58 0.000130039 26.4665 1 1 5320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2128.78 0.00013193 44.2923 0.4416 0.4416 5739
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2571.7 0.000264058 53.3405 1 1 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2411.62 6.79296e-05 13.7263 1 1 4706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2128.84 0.000173824 52.4073 1 1 5851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2450.35 0.00465065 448.258 0.8416 0.8416 3196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2288.59 8.18941e-05 33.0932 0.5712 0.5712 5431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2378.57 0.00151585 358.779 0.7573 0.7573 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2572.53 0.000197155 69.3494 1 1 3136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2411.72 6.47971e-05 13.6947 1 1 4818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2450.95 0.0133233 190.537 1 1 3306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2288.63 0.000827183 31.0891 1 1 5539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2128.86 0.000597532 68.7063 0.3499 1 5965
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4377 2411.73 7.411e-06 3.60334 1 1 4902
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 2432.71 0.00997316 980.186 0.5501 0.5501 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2572.78 0.000216767 32.4481 0.3902 0.9913 3246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2451.64 0.0047204 39.2368 1 1 3417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2288.64 0.000576651 17.5376 1 1 5651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2128.97 0.00279519 78.9841 1 1 6073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5118 2288.65 1.57149e-05 6.65939 1 1 5671
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 2452.23 0.00155065 80.9582 1 1 3526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2129.15 0.000363722 22.3946 1 1 6185
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2573.13 0.00217232 71.8784 1 1 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2452.66 0.0038073 330.051 0.5144 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2453.43 0.00185572 87.5486 1 1 3636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2129.22 0.000561367 45.5269 1 1 6299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2573.38 0.000147268 54.3469 0.8539 0.8539 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2467.1 0.00360887 450.483 0.6434 0.6434 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2129.4 0.000586476 27.7568 1 1 6416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2573.73 0.000371428 44.4629 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2477.74 0.00233506 424.812 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2455.6 0.00256109 47.1202 1 1 3753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2129.41 0.000294731 13.035 1 1 6527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2456.87 0.000244559 92.4221 1 1 3862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2490.04 0.139114 2208.37 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2573.89 0.00120071 29.9368 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2129.44 0.0030987 50.9811 1 1 6642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2457.02 0.00176251 175.784 1 1 3970
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2574.08 0.00121641 149.212 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2502.66 0.00890936 126.828 1 1 992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2457.2 0.000207594 22.2774 0.7053 0.7053 4085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2129.52 0.000366207 14.4735 1 1 6757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2574.39 0.00374201 76.4756 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2505.97 0.000723608 131.193 1 1 1104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2129.54 0.000130872 19.9349 1 1 6870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2457.45 0.00533164 99.0058 1 1 4201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2508.07 0.00779524 264.472 1 1 1215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2129.6 0.0016026 13.8046 1 1 6978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2574.57 0.000255492 105.057 0.4993 1 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2457.62 0.000198997 73.0953 0.3699 0.7379 4313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2129.63 2.19293e-05 9.44207 1 1 7087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2511.27 0.0017704 97.6373 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2574.65 0.000210208 11.5574 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2457.72 0.000241063 154.43 0.1077 1 4422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2129.66 0.00353833 66.9292 1 1 7202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2574.79 0.000772918 31.8743 1 1 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2513.98 0.00146134 177.854 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6474 2129.68 5.9113e-05 4.1414 1 1 7288
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4099 2457.86 5.16699e-05 34.2248 0.82 0.82 4530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2575.42 0.00691638 254.89 1 1 4349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2515.02 9.68067e-05 63.975 1 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2457.92 0.000298978 53.4302 1 1 4648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2576.13 0.0001549 39.9491 1 1 4458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2518.52 0.00650035 362.863 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2458 0.00036188 28.6309 1 1 4760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2577.32 0.00897177 132.337 1 1 4570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2458.24 0.000756885 77.9814 1 1 4869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2528.01 0.0308268 732.458 1 1 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2578.28 0.00152106 229.835 1 1 4680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2536.19 0.00356649 90.9116 1 1 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2458.35 0.000263113 22.5085 1 1 4983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2578.85 0.000161606 55.0528 0.342 0.342 4790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2458.39 0.000240504 67.3933 0.8701 0.8701 5090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2538.15 0.0174435 103.955 1 1 1989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2578.96 0.000532708 98.3771 1 1 4904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2458.44 0.00250006 31.4197 1 1 5206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2542.94 0.0355047 806.965 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2579.13 0.00129496 79.1388 0.9417 0.9417 5011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2458.47 0.000260721 28.9548 1 1 5321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2579.28 0.0150193 100.194 1 1 5120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2543.97 0.0120409 268.673 1 1 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2458.5 0.000283327 34.4042 1 1 5430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2547.21 0.00607251 106.008 0.7095 0.7095 2320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2579.33 0.000231426 10.7992 1 1 5232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2458.59 3.6371e-05 16.4356 0.5116 0.5116 5545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2579.36 0.000179474 14.9231 1 1 5338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2547.91 0.00206479 36.7161 1 1 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2458.65 0.000218099 22.1448 1 1 5650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2312.39 0.000819864 602.782 0.2467 0.2467 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2458.82 0.0121183 152.24 0.9174 0.9174 5759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2548.32 0.000113818 56.0971 1 1 2541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2579.44 0.000321257 43.2081 1 1 5445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4914 2579.44 2.64334e-05 4.65064 1 1 5461
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 2408.64 0.00261287 1530.75 0.8118 0.8118 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2458.94 3.12092e-05 22.8811 1 1 5876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2548.46 0.00110524 221.544 1 1 2653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2458.96 0.000216349 24.5438 1 1 5989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2486.98 0.129053 3581.23 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2550.28 8.31997e-05 87.629 1 1 2764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2459.01 0.000129045 9.08277 1 1 6102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2548.29 0.00053673 211.22 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2550.93 0.00373596 73.0948 1 1 2881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2459.07 0.000388674 53.2003 1 1 6208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2569.85 0.00274558 634.447 0.08265 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2551.78 0.00369868 401.806 0.2783 0.2783 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2459.21 0.000783559 58.0103 1 1 6315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2590.45 0.00587236 478.201 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2552.43 0.00104835 145.567 1 1 3102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2459.37 0.000144088 15.578 1 1 6426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2602.88 0.000369283 360.275 0.4253 0.4253 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2459.61 0.00888581 139.552 0.1498 0.6909 6539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2614.05 0.0220731 998.727 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2553.33 0.00189658 75.4965 0.8856 0.08856 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2325.01 0.0386 957.628 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2459.82 0.000229873 24.0951 1 1 6656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2553.44 0.000137883 17.1095 1 1 3334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2641.41 0.020326 256.242 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2459.92 0.00107263 99.6341 1 1 6769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2403.99 0.00107798 198.629 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2553.55 9.31651e-05 14.0184 1 1 3443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2662.16 0.000784083 540.738 0.8825 0.8825 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2459.97 0.000316468 25.2154 1 1 6879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2424.16 0.00922408 122.877 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2678.71 0.000767603 173.479 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2553.89 0.000283458 17.4775 1 1 3549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2474.21 0.0254294 2540.39 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2460.03 0.000523857 31.3476 1 1 6986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2685.18 0.0347914 2009.22 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2554.07 0.000845337 150.044 0.4418 1 3660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2391.63 0.00321691 327.289 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2460.08 0.0002585 17.5551 1 1 7095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2519.42 0.0190443 566.218 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2485.13 0.00127062 117.415 0.7932 0.7932 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2554.22 0.0038221 63.663 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2696.61 0.00289063 240.897 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 2460.1 0.000724079 72.7026 0.3694 0.3694 7204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2418.15 0.0127145 560.242 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2704.27 0.00351563 649.934 1 1 1546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2545.68 0.00415264 827.854 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2531.81 0.00137851 288.816 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2554.5 0.0234015 183.29 1 1 3886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6586 2460.18 5.28867e-06 24.7882 2.488e-07 0.001 7348 LS failed, Hessian reset
6599 2460.18 0.00016037 52.6134 1 1 7362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2532.94 0.0219612 478.122 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2731.13 0.0178898 299.386 1 1 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2557.03 0.00440553 176.049 0.2784 0.8702 438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2554.84 0.0130495 65.2628 1 1 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2538.91 0.00618953 349.699 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 2460.21 0.000198225 20.5966 1 1 7470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2584.28 0.0443734 1356.38 0.4039 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2555.26 9.48208e-05 34.567 0.6159 0.6159 4109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2742.24 0.0015004 154.651 1 1 1759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2582.96 0.00583797 1116.53 1 1 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2548.52 0.00657042 128.765 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2601.2 0.00611771 395.871 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6795 2460.23 8.69199e-05 4.01296 0.9983 0.9983 7576
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 2752.62 0.0181929 1065.21 1 1 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2555.47 3.91269e-05 22.9735 1 1 4222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2607.93 0.0403265 753.333 1 1 659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2562.12 0.00121739 224.36 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2758.99 0.00018862 223.642 0.3402 0.3402 1973
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2647.94 0.0354185 1045.76 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2555.65 0.000335705 83.795 1 1 4330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2569.96 0.00404901 151.976 1 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2643.61 0.00489106 486.961 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2668.79 0.0128681 433.824 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2761.3 2.88877e-05 38.888 1 1 2080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2555.82 0.000739837 22.5627 0.9232 0.9232 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2669.05 0.00951736 358.333 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2571.76 0.0148604 617.378 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2555.87 0.000140082 15.1056 1 1 4543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2763.03 0.00114359 60.4689 1 1 2193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2683.88 0.0646357 2621.42 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2672.45 0.00440263 471.438 0.175 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2581.28 0.00142524 112.83 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2765.62 0.00897607 205.486 1 1 2298
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2507.33 0.00500278 321.796 0.6294 0.6294 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2720.4 0.0518482 1325.73 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2555.91 0.000140431 33.159 0.9709 0.9709 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2700.24 0.050733 528.666 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2584.84 0.00772212 158.185 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2581.66 0.00876326 1204.41 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2731.25 0.00297987 118.36 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2768.69 0.00315986 121.06 0.7242 0.7242 2408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2555.97 0.000442283 57.4385 1 1 4772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2586.71 0.00103752 153.828 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2709.99 0.00160226 227.689 0.9667 0.9667 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2742.86 0.00368655 381.349 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2771.55 0.0508651 974.931 1 1 2521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2616.03 0.00271411 380.664 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2588.82 0.00352453 821.885 0.1498 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2555.99 6.85799e-05 20.1714 1 1 4883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2713.18 0.00156088 133.409 0.4891 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2749.93 0.013008 83.5781 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2593.08 0.011481 283.47 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2772.44 0.00330238 103.993 1 1 2634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2556.05 0.000689019 30.2913 1 1 5002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2654.55 0.015241 1369.67 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2757.06 0.00850487 197.193 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2773.49 0.00284905 98.0343 1 1 2747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2714.08 0.00147809 172.505 0.443 0.443 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2680.19 0.00562802 315.576 1.486 0.1486 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2556.08 0.000330196 19.8677 0.6665 0.6665 5111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2598.7 0.0170413 151.387 1 1 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2774.05 0.000311752 210.789 0.4878 0.4878 2862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2717.67 0.000891323 65.6776 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2703.31 0.0253411 459.003 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2768.3 0.110214 490.528 1 1 1459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2556.11 0.00045534 35.7823 0.8249 0.8249 5221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2600.2 0.0014337 163.397 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2723.12 0.00295652 129.922 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2774.69 0.00689363 176.712 1 1 2974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2776.43 0.0032118 296.12 1 1 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2735.17 0.000405434 147.951 0.6843 0.6843 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2556.15 0.000427875 30.4322 1 1 5331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2600.72 0.000216639 48.6729 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2775.06 0.00110448 94.2378 1 1 3089
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2728.86 0.00169937 177.843 0.3453 1 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2556.18 0.000646234 22.7079 1 1 5443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2759.12 0.0147603 768.275 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2602.85 0.00356385 394.699 1 1 2226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2778.7 0.000508917 475.094 0.06794 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2775.33 6.45566e-05 45.569 1 1 3202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4969 2556.19 5.32571e-06 3.72795 1 1 5519
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 2730.32 0.00361802 121.153 1 1 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2610.14 0.00277878 193.2 0.251 0.251 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2778.33 0.00202808 825.354 0.323 0.323 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2781.23 0.00327527 418.898 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2775.5 0.000286398 26.91 1 1 3309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2731.05 0.000841608 103.314 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2613.6 0.00102504 80.6242 1 1 2454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2789.31 0.0372378 2055.96 0.8149 0.8149 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2785.47 0.0236338 173.982 1 1 1909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2775.59 0.00181602 29.9921 1 1 3418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2613.95 0.000782034 43.481 0.5721 0.5721 2563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2731.56 0.00291105 205.555 0.3534 1 2113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2794.49 0.00138462 104.969 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2775.66 0.000696406 69.8822 0.47 0.47 3528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2585.71 0.00231347 645.533 0.6205 0.6205 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2792.23 0.0136032 602.209 1 1 2020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2614.16 0.00118015 33.8286 1.369 0.1369 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2777.4 0.00269889 136.538 1 1 3637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2733.69 0.00223862 139.658 1 1 2222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2794.84 0.00366097 83.9468 1 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2614.71 0.000223389 36.9105 0.3859 1 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2655.03 0.0288488 330.329 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2797.14 0.000594055 263.891 0.6808 0.6808 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2734.53 0.00196084 79.6169 0.3571 1 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2778.28 0.00231563 85.8071 1 1 3755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2616.28 0.000422038 23.0932 1 1 2895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2704.24 0.0488449 904.197 0.3085 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2814.16 0.141942 576.069 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2795.51 0.00126709 22.5003 1 1 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2734.76 0.00882308 140.209 1 1 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2778.61 0.000244098 56.762 1 1 3867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2835.22 0.00854708 233.075 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2617.91 0.00277128 153.166 1 1 3003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2738.6 0.0910708 2097.48 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2795.72 0.00131689 75.5768 1 1 2359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2735.01 0.0127726 70.8134 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2779 2.76404e-05 19.3532 1 1 3979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2837.82 0.00550817 336.579 0.1928 0.1928 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2796.51 0.0156897 134.901 1 1 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2618.24 0.00210797 82.7462 1 1 3115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2763.66 0.00237104 213.659 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2779.3 0.00188171 37.9076 1 1 4093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2735.75 0.00332437 242.476 0.8596 0.8596 2665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2844.06 0.000457616 183.111 0.7558 0.7558 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2798.06 0.0108702 219.541 1 1 2580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2618.36 9.80808e-05 15.947 1 1 3219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2736.7 0.00544267 540.369 0.2523 0.2523 2770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2779.38 0.001904 200.612 1 1 4199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2792.49 0.00531099 324.151 1 1 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2849.49 0.00208947 266.946 0.5988 0.5988 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2618.41 0.000227783 38.6806 0.2082 0.2082 3326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2737.28 0.00104331 90.6194 1 1 2878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2779.46 0.000331114 30.6317 1 1 4314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2799.05 0.00112867 127.088 1 1 2693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2801.87 0.0120738 512.349 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2618.63 1.71387e-05 34.5328 0.2221 0.2221 3434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2851.41 0.00621461 190.872 1 1 2007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2779.54 0.000417401 58.6956 1 1 4428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2737.77 0.000222939 47.0148 1 1 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2799.27 0.000215632 44.7226 1 1 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2815.94 0.000837238 68.2823 1 1 907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2618.72 0.000516017 42.6981 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2779.67 0.000111817 97.6257 0.1107 1 4540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2853.23 0.00338694 248.607 0.8455 0.8455 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2737.92 0.000160534 63.8779 1 1 3095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2799.64 0.000571633 145.1 0.3413 0.3413 2924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2846.81 0.0351707 426.298 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2856.8 0.00853256 189.81 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2779.73 0.000120872 23.4305 1 1 4653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2618.79 0.000150084 12.7019 1 1 3661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2738 0.00488002 116.076 1 1 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2800.34 0.00113767 62.0889 1 1 3031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2779.78 0.00154426 66.5096 1 1 4760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2738.17 0.000439281 63.0349 1 1 3316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2857.14 0.00180737 258.749 1 1 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2618.91 0.000631762 45.8587 1 1 3778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2863.87 0.000657581 278.001 1 1 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2800.96 0.00028009 101.651 0.4405 0.4405 3143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2860.34 0.000189493 81.3878 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2779.91 0.000167068 95.3405 1 1 4867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2619.11 0.000466126 11.6124 1 1 3888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2738.58 0.00139055 116.696 1 1 3430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2868.96 0.000317035 71.5215 0.2295 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2801.25 0.000328065 32.5445 0.9114 0.9114 3255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2862.92 0.00297964 234.548 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2619.19 0.00252359 63.0323 1 1 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2779.95 4.01577e-05 23.4023 1 1 4976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2739.06 0.00688232 104.709 1 1 3539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2869.69 0.000556824 235.054 0.2442 1 2567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2801.36 0.00101086 206.821 1 1 3365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2866.7 0.00333097 167.621 1 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2779.97 5.2817e-05 16.5726 1 1 5087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2619.24 0.000283339 22.5347 1 1 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2739.63 6.21481e-05 32.4539 1 1 3653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2801.58 0.00378011 142.752 1 1 3473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2874 0.00396672 197.197 1 1 2673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2780.1 0.00401026 43.4492 1 1 5200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2619.28 2.95587e-06 3.69819 1 1 4220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2653.24 0.0168647 255.632 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2872.87 0.0323699 245.171 1 1 1573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2780.17 0.000309145 26.8935 1 1 5307
2499 2875.29 0.00244785 66.1136 1 1 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2802.04 0.00033872 48.8408 1 1 3587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2740.09 0.00553649 65.2601 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2619.34 0.00108052 23.7229 1 1 4334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2776.54 0.03227 329.771 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2888.81 0.00289895 416.685 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2740.21 0.000832882 38.9366 1.192 0.1192 3877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2780.56 0.000178935 83.3826 1 1 5417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2876.48 0.00204003 193.256 1 1 2892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2802.59 0.00212558 190.162 1 1 3700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2619.81 0.00478303 129.288 1 1 4446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2810.05 0.0742272 2725.03 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2892.81 0.000567874 104.222 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2780.79 0.00107842 128.954 1 1 5531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2740.29 0.000292084 35.2351 0.4653 1 3992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2878.64 0.0202968 276.553 1 1 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2802.72 0.000854803 161.231 0.4181 1 3807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2619.89 0.000870534 153.545 0.4922 0.4922 4551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2881.45 0.000730141 591.771 0.3815 0.3815 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2894.28 0.00153737 515.34 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2780.83 0.000980312 14.5493 1 1 5644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2740.39 0.000298591 23.0659 1 1 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2619.97 0.00294384 80.7228 0.7965 0.7965 4668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2884.19 0.0313624 197.226 1 1 3113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2802.86 0.00019415 23.0701 1 1 3924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2906.02 0.030855 1727.01 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2780.87 6.92331e-05 33.3231 1 1 5759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2740.58 0.0160713 115.78 1 1 4217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2897.73 0.00721073 506.321 0.7175 0.7175 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2620.1 0.0118253 151.023 0.3621 1 4777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2894.23 0.000366821 133.594 1 1 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2802.96 0.000162461 68.3858 1 1 4033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2780.9 9.51515e-05 33.4401 1 1 5868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2914.28 0.0146016 437.546 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2620.35 0.0233065 246.298 1 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2903.05 0.0465153 530.655 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2741.39 0.00633666 78.6341 1 1 4332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5322 2780.9 1.00414e-05 4.82033 1 1 5893
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 2895.78 0.000869859 163.657 0.3828 0.3828 3340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2803.22 0.00338965 125.217 1 1 4143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2741.5 0.000136956 9.5883 1 1 4446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2906.29 0.00311113 127.889 1 1 2219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2924.42 0.0185916 658.825 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2620.39 0.000973395 13.263 0.4002 0.4002 4998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2896.13 0.000692394 154.035 1 1 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2803.48 0.0157334 92.2526 1 1 4258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2741.6 0.000771696 83.6516 1 1 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2620.47 0.000462476 15.0029 1 1 5106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2908.71 0.00443555 127.853 0.7882 0.7882 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2935.22 0.00049188 189.968 0.231 0.231 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2896.61 0.00302362 169.417 1 1 3559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2803.88 0.00253079 98.9679 1 1 4372
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2620.53 4.84772e-05 7.05647 1.08 0.108 5220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2741.68 0.000708022 24.9088 1 1 4678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2911.67 0.000304814 72.9286 0.3344 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2898.5 0.0297466 990.264 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2956.34 0.00263501 675.56 0.456 0.456 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2620.56 0.000234972 18.5403 1 1 5331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2804.25 0.000259634 81.791 0.1968 1 4485
2299 2912.05 0.00253926 106.335 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2741.71 0.000285147 22.339 1 1 4788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2902.73 0.00355432 108.956 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3000.13 0.014024 661.946 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2620.64 0.00299513 32.9967 1 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2914.72 0.00114895 110.378 1 1 2665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2741.75 0.00030675 13.4192 1 1 4896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2804.55 0.000167822 30.9155 1 1 4595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3014.26 0.00644052 286.021 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2904.69 0.00331059 197.878 1 1 3879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2620.71 9.00402e-05 15.1449 1 1 5552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2915.61 0.000176384 110.917 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2741.76 0.000145602 9.16884 1 1 5009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5026 2620.71 1.21006e-05 2.78233 1 1 5580
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 2804.72 0.000394949 39.2009 0.7855 0.7855 4707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2905.82 0.00661292 359.576 1 1 3993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4553 2741.77 2.54544e-05 1.92256 1 1 5066
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2916.31 0.00252813 43.6372 1 1 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3027.13 0.00433003 576.075 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2804.91 0.00044254 31.9293 1 1 4818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2906.12 0.000463774 170.349 0.5991 0.05991 4109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2916.47 0.00237731 171.891 0.4255 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2772.65 0.067337 1958.45 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3029.92 0.000700597 201.549 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2906.95 0.00251579 42.8609 1 1 4219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2804.94 3.73147e-05 25.4495 0.8216 0.8216 4932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2916.64 5.59334e-05 26.2255 1 1 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3032.77 0.00729639 850.952 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2916.7 0.00974599 1005.66 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2908.15 0.00139361 112.373 0.5095 0.5095 4324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2804.97 5.32327e-05 16.2324 1 1 5042
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2916.9 0.000122383 37.2392 1 1 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3035.85 0.0127085 366.788 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2949.49 0.00361326 686.11 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2805.1 0.000678237 20.2546 0.3507 0.3507 5149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2908.41 0.000181279 22.7017 1 1 4434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2917.22 0.00115132 19.386 1 1 3324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2805.15 0.000295832 15.7546 0.7362 0.7362 5255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2908.68 0.00311826 35.4782 1 1 4544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3043.85 0.00605533 745.622 0.4134 0.4134 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2984.89 0.110587 1230.94 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2917.57 9.42536e-05 54.8201 1 1 3435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2908.82 0.000809481 34.3049 0.9598 0.9598 4652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2805.2 0.000471689 51.6749 1 1 5368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3061.08 0.00603397 151.73 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3019.44 0.00622233 186.106 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2918.35 0.00522534 391.2 1 1 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2908.87 0.000890628 56.8856 1 1 4763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3070.95 0.0387618 300.137 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3066.7 0.00547922 113.639 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2805.29 0.00146527 24.1613 1 1 5486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2919.24 0.00129827 21.8555 1 1 3658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2909.07 0.0117604 89.0133 1 1 4873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3068.2 0.00276298 307.019 0.3039 0.3039 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2806.06 0.0173622 107.736 1 1 5593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3074.7 0.00945054 756.94 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2909.18 0.000371395 11.7757 1 1 4976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4511 2909.18 2.09608e-05 5.44016 0.2584 1 4990
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance 3399 2919.92 0.000226625 17.7604 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2806.45 0.00401385 75.4651 0.2019 1 5703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3079.96 0.00665337 170.116 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3070.74 0.0217097 176.427 1 1 2235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2806.77 0.0635059 157.37 1 1 5813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2919.98 4.34704e-05 36.1287 0.4047 0.4047 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3071.94 0.00063476 95.0226 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3087.35 0.0124012 261.836 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5253 2806.78 0.000477987 3.92939 1 1 5875
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 2920.03 0.000466449 85.5127 0.7134 0.7134 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3072.73 0.0073406 347.466 1 1 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3099.85 0.0413794 756.866 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2920.16 0.00061015 32.1613 0.3214 0.3214 4101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3073.61 0.000393348 51.8213 1 1 2569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2920.2 0.000530693 22.6434 1 1 4212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3122.15 0.00212143 338.592 0.4003 0.4003 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3074.7 0.00274617 335.125 1 1 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3135.94 0.0154974 576.405 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2920.25 7.96075e-05 11.4594 1 1 4316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3076.32 0.00954967 210.523 1 1 2791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3162.66 0.00617335 649.068 0.3594 0.3594 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2920.6 0.000862192 47.0549 1 1 4431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3076.98 0.00280258 234.942 1 1 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3168.06 0.00590861 410.654 0.8198 0.8198 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2920.86 0.0245521 333.569 1 1 4550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3077.58 0.000478244 111.96 0.2848 0.2848 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3170.01 0.00644875 153.396 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2921.28 0.000340591 32.8909 1 1 4664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3078.1 0.000323996 50.3703 1 1 3120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2921.47 0.000643436 59.5436 1 1 4774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3173.09 0.000464654 126.16 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3078.55 0.00153792 138.062 1 1 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2921.55 0.000258784 60.9815 0.4298 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3176.03 0.00103103 101.66 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3078.67 0.000309029 94.2779 1 1 3338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4498 2921.6 8.906e-05 3.60901 1 1 4996
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3177.86 0.0106557 218.571 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3079 9.59665e-05 37.6252 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3179.09 0.00361758 235.056 0.2254 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3079.23 0.00153076 74.4379 1 1 3561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2801.73 0.011158 684.75 1 1 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3182.31 0.000342195 140.951 1 1 2219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3079.4 5.32293e-05 12.4564 1 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2895.51 0.0459195 3482.61 3.447 0.3447 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3184.22 0.00450579 961.293 1 1 2333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2981.03 0.0175963 321.69 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3079.47 0.00119955 107.488 1 1 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3185.49 7.15956e-05 51.1092 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3064.49 0.00429903 319.318 0.968 0.968 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3079.66 0.00147579 68.9062 0.3024 0.3024 3894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2879.82 0.0235875 2777.09 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3186.2 0.00167039 225.64 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3079.75 2.89794e-05 31.942 0.257 0.257 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3078.58 0.0033282 357.774 2.426 0.2426 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2817.1 0.00799526 457.443 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3186.67 9.23584e-05 99.7177 0.5796 0.5796 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3012.35 0.0160656 1672.31 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3079.89 0.000323567 16.1295 1 1 4125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3094.6 0.0333552 979.781 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2935.58 0.00469326 947.544 0.2191 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3188.01 0.000333969 48.4711 1 1 2780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3083.17 0.0150164 997.624 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3079.93 0.00020701 50.7943 1 1 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3106.51 0.00178643 197.005 0.6225 0.6225 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3001.08 0.0140275 450.055 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3189.58 0.0254828 423.184 1 1 2896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3124.22 0.00899715 704.713 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3080.05 0.00058227 29.446 1 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3113.76 0.00182909 103.879 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3035.44 0.115257 2129.62 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3192.21 0.00537014 154.44 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3138.11 0.00110777 282.055 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3080.16 0.000303163 56.746 1 1 4455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3142.86 0.0401675 849.796 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3092.38 0.00126641 262.104 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3080.22 0.000184886 68.2503 1 1 4561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3161.47 0.00357822 362.477 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3163.89 0.00239095 208.986 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3201.69 0.182185 373.862 1 1 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3117.39 0.0152369 751.757 0.3615 0.03615 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3200.17 0.0013246 464.325 0.4948 0.4948 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3080.25 0.000541302 23.5452 1 1 4676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3168.29 0.00275372 697.557 0.1113 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3203.77 0.00399433 105.457 1 1 3241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3172.61 0.00156455 177.721 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3080.36 0.00355581 118.902 0.6301 0.06301 4792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3125.9 0.00374554 313.233 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3205.37 0.000999631 155.954 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3204.27 0.00258972 106.477 0.3618 1 3357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3080.69 0.000420824 48.2 0.4823 1 4907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3179.52 0.0137812 278.781 0.8779 0.8779 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3214.28 0.00338692 644.523 0.5321 0.5321 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3154.12 0.0764066 846.339 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
3099 3204.42 0.000320617 58.4793 1 1 3474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3186.5 0.00101203 112.275 0.3108 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3080.76 0.000360515 21.4339 1 1 5022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3173.95 0.0729748 485.159 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3222.97 0.00131701 327.515 0.3527 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3204.51 0.00106219 34.9794 1 1 3584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 99 2658.92 0.038618 468.009 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2598.13 0.106911 580.934 1.858 0.1858 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3080.79 0.000709733 41.1177 0.3867 1 5132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3230.08 0.067763 1260.49 1 1 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3187.83 0.000451807 184.92 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3185.88 0.000100054 138.652 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3205.13 0.00577761 73.9482 2.318 0.2318 3696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2778.29 0.00594376 639.947 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2783.16 0.0287645 539.587 1 1 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3188.43 0.00214354 123.009 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3080.86 0.000631268 25.0659 0.7968 0.7968 5251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3194.55 0.00565915 343.25 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3265.21 0.0048468 209.485 3.127 0.3127 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2966.55 0.00134847 459.3 0.4363 0.4363 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3206.21 0.00839876 70.2196 1 1 3810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2894.81 0.00724099 485.818 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3081.02 0.000488936 36.8883 1 1 5364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3191.25 0.000566769 53.8931 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3272.01 0.0127209 359.894 1 1 1464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3206.92 9.69094e-05 13.0518 0.383 0.383 3919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3200.45 0.00193198 172.798 1 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3021.42 0.00883317 490.541 1 1 435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3192.12 0.00163577 131.579 1 1 2003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2985.67 0.0127335 436.39 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3273.65 0.00055064 182.997 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3081.13 0.000402628 41.5939 1 1 5480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3206.42 0.00628484 624.798 0.2437 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3192.62 0.000256499 35.0136 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3207.19 0.00666841 107.393 1 1 4033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3027.25 0.00370259 268.886 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3058.31 0.0114755 1236.95 1 1 543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3275.09 0.000346962 244.454 0.09506 1 1686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3081.15 3.5488e-05 6.23604 1 1 5592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3229.97 0.00824749 230.092 0.1735 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3207.31 0.00043641 48.682 1 1 4147
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3193.9 0.00495058 123.886 3.618 0.3618 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3108.25 0.0984307 2180.56 0.5349 0.5349 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3093.12 0.120607 4880.15 1 1 657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3081.17 0.000125806 18.7831 0.413 0.413 5703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3247.86 0.000258008 83.5319 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3207.4 0.000465015 121.575 0.5847 0.5847 4254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1599 3276.7 0.0042924 664.27 0.279 1 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3157.51 0.0257815 444.889 0.658 0.658 772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3195.25 0.00047309 106.828 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3081.19 0.00016567 14.0261 1 1 5821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3251.26 0.0069413 387.51 0.7001 0.7001 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3278.54 0.000236943 39.4209 1 1 1916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3172.1 0.00176481 188.316 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3207.46 1.56307e-05 40.3374 0.6809 0.6809 4366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3180.24 0.0116106 1064.28 1 1 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3081.38 0.00619794 293.795 0.1262 1 5929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3195.89 0.00107755 230.317 0.3604 0.3604 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3255.17 0.000374343 74.8165 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3282.66 0.0303615 542.677 1 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3207.52 0.000309055 101.444 0.4768 0.4768 4474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3188.85 0.00308191 396.703 0.821 0.821 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3197.36 0.0271247 66.4805 1 1 2547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3187.4 0.0366113 2202.33 1 1 986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3081.75 0.00453296 95.1119 1 1 6041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3207.59 0.00142722 74.5665 2.301 0.2301 4581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3283.82 0.000229645 126.203 1 1 2133 1799 3258.97 0.000587643 92.8177 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3207.15 0.00698659 657.819 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3199.78 0.000506978 38.9801 1 1 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2664.95 0.0135221 696.09 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3082.12 0.000997133 36.2451 1 1 6157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3195.12 0.0136206 426.922 1 1 1092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3261.24 0.00317918 82.1422 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3200.75 0.000829401 91.5136 1 1 2761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3284.55 0.00208084 42.1846 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3207.66 0.00106036 44.577 1 1 4689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2746.36 0.0782703 462.533 1 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3219.44 0.00133865 111.671 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3082.25 8.2022e-05 18.1402 1 1 6265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3230.88 0.0850589 1428.33 0.3957 1 1200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3208.08 0.0311291 392.624 1 1 4798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3284.85 0.00275922 136.565 1 1 2359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3263.7 0.00469242 171.944 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3201.62 0.00460464 164.091 1 1 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3082.3 7.69195e-06 11.7145 0.5738 0.5738 6374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3226.55 0.00371288 652.865 0.4178 0.4178 1213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2913.38 0.00156225 893.682 0.7487 0.7487 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3251.66 0.00649785 772.474 0.37 1 1311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5779 3082.3 2.48371e-05 2.51825 1 1 6463
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 3285.14 0.000987779 241.604 1 1 2473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3203.03 0.0078841 234.755 1 1 2986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3269.11 6.99192e-05 48.2186 0.7154 0.7154 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3208.23 0.000561972 65.811 1 1 4905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3246.61 0.00181797 341.898 1 1 1325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3256.27 0.000361374 570.673 0.2266 0.2266 1421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2976.86 0.00547283 400.268 0.5201 0.5201 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3286.2 0.00057982 39.2468 0.4922 1 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3204.48 0.00235588 109.508 1 1 3100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3208.4 0.00120141 69.4506 1 1 5015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3270.58 0.000406203 224.108 0.2042 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3294.05 0.00771846 428.471 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3089.43 0.160622 1550.69 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3286.47 0.00243921 165.346 0.9455 0.9455 2696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3268.39 0.00955664 509.058 1 1 1524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3208.46 0.000158609 48.9643 1 1 5125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3272.35 0.00187268 433.242 0.202 0.202 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3206.45 0.00052025 55.5976 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3311.93 0.00806134 2697.4 0.7361 0.7361 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3277.03 0.000339366 180.691 1 1 1633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3108.2 0.0175961 1044.51 0.3934 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3292 0.00656711 192.777 0.9531 0.9531 2811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3208.53 0.00865276 147.324 1 1 5234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3273 0.00016815 77.1233 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3208.21 0.000184775 60.4214 0.7886 0.7886 3323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3279.28 0.00243346 478.26 1 1 1741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3318.87 0.0172655 663.446 1 1 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3145.57 0.0841284 1661.45 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3292.63 0.000307135 56.0554 1 1 2924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3208.61 0.00126119 80.2297 1 1 5346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3209.1 0.00387564 68.568 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3273.75 0.00129149 150.308 0.3106 1 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3329.6 0.00246309 400.092 1 1 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3284.69 0.00144669 120.442 1 1 1852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3208.75 0.000184708 59.0275 0.2512 1 5459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3190.57 0.0679215 509.321 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3293.96 0.00133016 176.889 0.4765 1 3033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3274.73 0.00348214 382.462 0.2132 0.2132 2900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3212.7 0.00060626 255.488 0.725 0.725 3544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3296.55 0.0175536 471.503 1 1 1961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3335.9 0.0578514 1038.57 1 1 1873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3208.79 6.5416e-05 10.4741 0.9147 0.9147 5568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5026 3208.79 1.77338e-05 5.36496 1 1 5599
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 3294.29 0.00132226 30.261 1 1 3143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3205.99 0.0517381 2532.22 0.4592 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3215.86 0.00135779 139.364 1 1 3656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3275.53 0.000767871 271.273 0.5082 0.5082 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3327.1 0.00953325 1581.25 1 1 2073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3348.23 0.0017324 78.5068 1 1 1986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3294.83 5.38396e-05 67.3207 1 1 3252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3216.95 0.00149236 49.0791 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3220.41 0.00038075 145.713 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3337.64 0.013032 145.282 1 1 2183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3276.21 9.7041e-05 45.3677 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3349.58 0.000167821 54.682 1 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3295.55 0.00417596 486.718 0.775 0.775 3370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3217.32 0.00133638 81.4854 1 1 3874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3276.52 0.000309511 63.4294 1 1 3246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3229.68 0.00288752 87.3054 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3354.65 0.00367018 571.758 0.2238 0.2238 2210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3341.1 0.00122628 264.277 1 1 2295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3217.62 0.000276226 77.5359 0.7206 0.7206 3981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3296.31 0.000623956 64.6587 1.213 0.1213 3482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3276.62 0.000107252 53.4386 1 1 3358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3238.12 0.00636688 276.046 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3356.78 0.00750888 251.223 1 1 2318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3342.53 0.000215421 49.618 0.669 0.669 2409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3296.6 0.00346233 182.669 1 1 3594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3217.95 0.0018776 94.3256 1 1 4092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3276.9 0.0010783 39.7039 1 1 3464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3251.08 4.26512e-05 58.7868 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3343.92 0.005974 239.612 1 1 2520
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3357.74 0.0175378 118.273 1 1 2431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3277.02 0.00013773 24.5828 1 1 3579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3218.26 0.0015678 179.054 0.6847 0.6847 4203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3297.19 0.000887544 33.9174 1 1 3707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3264.73 0.00767731 162.794 1 1 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3360.11 7.70929e-05 135.62 1.114 0.1114 2543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3344.41 0.00245085 120.557 1 1 2630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3219.37 5.73177e-05 19.3475 1 1 4315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3277.1 0.00198143 14.4552 1 1 3692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3297.6 0.000365371 47.67 1 1 3825
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3368.79 0.00797496 395.989 1 1 2657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3280.34 0.00741258 221.18 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3345.58 0.0132963 380.954 1 1 2746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3219.43 0.000420587 146.749 0.4546 0.4546 4425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3277.61 0.000131558 235.062 0.5849 0.5849 3802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3297.88 0.00459629 81.681 1 1 3937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3285.1 0.00125971 196.053 1 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3347.98 0.00478011 171.718 0.1352 1 2865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3279.92 0.00413658 427.744 0.2966 0.2966 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3219.55 0.000174939 25.9145 1 1 4536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3370.8 8.73631e-05 290.435 0.2154 0.2154 2771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3298.09 0.00106187 120.592 0.2928 0.2928 4046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3290.29 0.00683009 379.109 1 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3349.04 0.00314443 142.177 1 1 2977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3282.23 0.00312785 92.9233 1 1 4016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3219.77 0.000520968 23.9512 1 1 4655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3372.14 0.00388364 126.548 1.76 0.176 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3298.24 0.00163638 130.385 1 1 4162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3349.94 0.0207939 88.7129 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3282.46 0.00042128 60.0864 1 1 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3293.3 0.00030708 72.7774 0.5638 0.5638 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3219.85 0.000378245 33.1444 1 1 4765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3372.74 0.00109615 120.435 1 1 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3298.39 0.00167385 239.515 0.2919 1 4276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3282.53 0.00191416 24.1926 1 1 4232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3296.67 0.00841674 230.047 1 1 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3220.21 0.000815807 21.61 0.96 0.96 4879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3351.07 0.000111655 35.0753 1 1 3194
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3373.03 0.000435067 83.3045 1 1 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3298.97 0.00904322 249.835 1 1 4383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3282.63 0.000131672 46.4004 1 1 4343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3304.32 0.00429146 649.441 0.71 0.71 2226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3220.29 0.000274933 46.8447 1 1 4989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3374.46 0.00205648 193.691 1 1 3214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3351.22 0.000434922 133.033 1 1 3309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3300.76 0.00119341 93.0193 2.131 0.2131 4495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3220.63 0.00217369 175.725 0.4051 0.4051 5098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3307.18 0.0191912 277.453 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3282.68 0.000269689 47.5959 0.8597 0.8597 4453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3353.1 0.00875078 121.56 1 1 3419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3301.42 0.000125775 24.2276 3.035 0.3035 4607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3377.25 0.00093845 153.43 0.4801 1 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3220.94 0.00222935 60.1893 1 1 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4074 3282.69 1.05812e-05 3.8635 0.784 0.784 4536
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 3314.41 0.000246612 96.8472 1 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3353.3 0.000324613 39.6445 1 1 3530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3301.49 0.000383847 62.7445 1.192 0.1192 4719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3379.35 0.0138805 152.95 1 1 3438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3221.13 0.000311459 15.9251 1 1 5319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3381.54 0.00153409 86.7253 1 1 3549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3353.98 0.002982 288.602 0.9917 0.9917 3641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3316.04 0.0088592 358.074 1 1 2556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3221.17 0.000374062 21.9409 1 1 5430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3301.6 0.00283659 87.3465 0.3626 1 4832
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3318.33 0.00267622 265.422 1 1 2665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3354.29 0.00105847 137.377 0.2953 1 3751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3382.05 0.000313021 111.914 0.737 0.737 3660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3301.68 0.000821153 176 1 1 4946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2726.9 0.0291076 890.462 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3221.2 0.000199212 10.6779 1 1 5545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3321.4 0.00328303 48.5371 1 1 2780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3354.42 0.000431323 39.8495 1 1 3862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3301.79 0.000757848 242.092 0.1643 0.1643 5058
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3221.22 0.00103811 22.2042 0.914 0.914 5654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3382.54 0.00155077 123.02 1 1 3773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2838.75 0.00781864 569.708 0.9988 0.9988 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3321.72 0.00128228 107.408 1 1 2892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3354.88 0.00134447 75.1428 1 1 3974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3221.26 0.0127661 386.301 1 1 5767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3301.88 0.000488406 15.7966 4.597 0.4597 5171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3382.62 0.000909439 99.8338 1 1 3887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3009.6 0.094036 1434.07 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3322.17 0.00159589 57.8847 1 1 3005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3355.48 0.0028728 110.124 0.5278 0.5278 4077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3221.36 0.000393502 15.8045 1 1 5876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3383.76 0.0058064 301.211 1 1 4000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3301.97 0.000141189 22.8357 1 1 5275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3070.08 0.00255366 132.947 0.898 0.898 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3355.67 0.00349049 31.7902 1 1 4186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3322.94 0.000712937 86.3851 0.4616 1 3116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3384.5 0.00334261 593.235 1 1 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3302.03 0.00064849 58.7365 0.4388 0.4388 5388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3221.41 0.00374041 251.672 1 1 5981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3106.99 0.0539003 1525.91 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3355.83 0.000678115 120.95 0.8331 0.8331 4294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3221.46 0.000275092 30.4225 1 1 6096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3323.19 0.00101489 77.4605 1 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3385.21 0.00123039 149.797 0.6094 0.6094 4224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3302.09 0.00126611 44.2755 1 1 5497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5550 3221.48 5.89463e-05 3.00208 1 1 6155
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3999 3356.24 0.00153009 349.546 1 1 4404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3159.24 0.00974061 375.033 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3385.82 0.00525476 203.778 1 1 4329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3323.62 0.00264971 61.6607 1 1 3344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3302.18 2.12379e-05 7.64501 1 1 5603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3173.68 0.0239136 869.355 1 1 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3356.44 0.000555509 52.8778 0.5117 0.5117 4517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5067 3302.19 1.32457e-05 3.66822 0.9865 0.9865 5677
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 3323.84 0.000177477 33.8323 1 1 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3386.05 0.000539319 16.912 1 1 4451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2767.43 0.00178112 228.443 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3356.57 0.00118708 24.2319 1.875 0.1875 4627
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3323.93 0.00079207 29.5032 1 1 3569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3227.8 0.000987847 766.78 0.539 0.539 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3386.24 0.000271552 16.0563 1 1 4557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2816.06 0.0338819 1282.06 0.4302 0.04302 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3356.66 6.53564e-05 8.18667 1 1 4736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3268.87 0.0022932 549.676 0.4565 0.4565 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3324.2 0.00081249 73.3767 0.3198 1 3687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3386.44 0.00301475 208.568 1 1 4667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2938.43 0.0258992 1003.81 0.1533 0.1533 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3356.79 0.00108165 64.3509 1 1 4852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3297.49 0.0026031 184.9 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3386.71 0.000667079 63.5208 0.4807 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3324.31 0.000163826 26.2992 0.7355 0.7355 3794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3034.64 0.105493 694.471 1 1 470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3357.2 0.000470318 46.2906 1 1 4968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3339.12 0.108867 3806.93 0.9908 0.9908 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3387.16 0.00446607 336.565 1 1 4883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3324.57 0.00129057 107.84 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3357.36 0.000457255 81.4151 1 1 5087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3089.42 0.0272191 2046.32 0.874 0.874 583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3379.69 0.00285563 250.168 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3389.89 0.000900523 357.482 0.4012 0.04012 4995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3325.83 0.000627954 98.9611 0.8537 0.8537 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3357.5 0.0010522 60.5581 1 1 5203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3169.95 0.108478 2200.82 1 1 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3448.42 0.0716967 961.391 0.3949 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3390.43 0.000670523 36.6098 1 1 5108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3326.34 0.012151 80.2191 1 1 4125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3357.7 0.00408916 122.189 1 1 5312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3235.26 0.00635498 295.782 1 1 808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3502.91 0.0148232 224.744 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3390.62 0.00019304 30.3538 1 1 5219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3327.03 0.00178354 85.6065 1 1 4240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3358.17 0.000538317 50.5834 1 1 5425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3508.57 0.00159508 488.841 0.6939 0.6939 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3390.78 0.00281346 163.433 0.8836 0.8836 5331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3264.57 0.0124958 856.625 0.9193 0.9193 920
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3327.27 0.00102766 48.9901 1 1 4347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3358.37 0.00030769 24.763 1 1 5535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3518.5 0.0700468 484.996 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3390.92 0.000761755 20.1905 1 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3319.65 0.0139566 237.055 1 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3327.33 0.000950117 26.4051 1 1 4461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3358.41 0.000785454 34.778 1 1 5651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3390.98 0.00430808 61.0856 1 1 5550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3530.97 0.00246298 244.345 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3358.46 0.000353427 35.4016 0.6718 0.6718 5763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3346.01 0.101704 1223.55 1 1 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3327.4 0.000495784 26.4489 0.9495 0.09495 4573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3391.64 0.000700503 39.7935 1 1 5659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3537.73 0.000500888 238.026 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3358.59 0.00159688 50.4705 0.7332 0.07332 5873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3327.43 1.06406e-05 9.9637 1 1 4683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3382.51 0.00917432 442.641 0.7234 0.7234 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3392.39 0.00269876 97.1341 1 1 5765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3540.82 0.00288435 125.557 1 1 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3327.55 0.00101796 28.6834 1 1 4794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3431.29 0.0182233 280.036 1 1 1358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3358.64 0.000143812 36.4263 1 1 5990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2827.22 0.0351525 408.708 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3392.73 0.000373539 44.6553 1 1 5880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3542.99 0.00278907 372.711 1 1 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3327.67 0.000310729 26.3354 1 1 4911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3358.72 0.000522005 21.7257 1 1 6102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2878.3 0.00320156 199.003 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3456.01 0.000969158 184.958 1 1 1475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3393.02 0.0049253 142.419 0.4764 1 5992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3545.54 0.0060105 247.953 1 1 2346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3327.72 0.000394833 76.4473 1 1 5022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3361.21 0.0820956 644.157 0.7457 0.7457 6210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2982.4 0.00150994 448.145 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3393.31 0.00104805 97.2449 0.7799 0.7799 6101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3474.43 0.00125041 879.368 0.8129 0.8129 1585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3552.09 0.000579459 260.112 1 1 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3363.16 0.00131209 168.619 0.4574 1 6319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3327.81 0.00155605 8.84538 1 1 5138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3042.21 0.0094885 228.927 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3393.54 0.00339023 49.6492 1 1 6214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3363.35 0.000305536 40.5934 1 1 6425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3480.72 0.00242617 212.686 1 1 1695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3557.17 0.00187406 85.2211 1 1 2567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3327.85 0.000140048 17.2644 1 1 5243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3131.07 0.0228638 332.201 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3393.79 0.00012234 16.2363 1 1 6327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3363.42 3.42842e-05 18.5082 0.5269 0.5269 6538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3486.05 0.00773135 337.454 1 1 1799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3559.44 0.0466098 368.101 1 1 2681
4799 3327.9 0.000649791 31.0253 1 1 5353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3225.19 0.00201577 493.403 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3393.89 0.00125194 34.9687 1 1 6440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3363.48 0.00522252 55.4726 1 1 6649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3497.29 0.0178896 332.149 1 1 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3566.78 0.0105648 160.031 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3239.11 0.00141999 266.604 0.2473 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3327.95 0.000438038 45.7986 1 1 5463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3512.66 0.069592 257.022 1 1 2020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3363.9 0.000382265 18.3198 1 1 6756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3393.92 0.000119895 4.39133 1 1 6551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3575.93 0.0581499 564.868 0.2761 1 2909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3261.61 0.030712 337.104 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3523.73 0.00384066 528.385 0.3297 0.3297 2135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3393.95 0.00239336 37.949 1 1 6664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3364.25 0.0290805 473.147 1 1 6863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3327.98 7.30846e-05 16.9641 1 1 5572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2892.04 0.00138791 397.08 0.8027 0.8027 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3581.73 0.00684752 207.927 1 1 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3364.78 0.0166139 47.2472 1 1 6980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3334.72 0.014139 502.385 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3393.97 0.000581617 58.4982 1 1 6778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3328 0.000193081 13.1514 1 1 5679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3528.24 0.00987971 220.943 1 1 2246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3008.69 0.00395832 1894.37 0.04977 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3591.95 0.000190963 111.468 0.6926 0.6926 3127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2925.38 0.0273798 1068.36 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3366.04 0.0117915 45.1808 1 1 7092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3378.48 0.0031861 942.964 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3328.02 3.69373e-05 20.9838 0.2607 1 5785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5201 3328.02 2.62865e-05 3.116 0.9874 0.9874 5787
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
6199 3394.13 0.00174507 64.6242 1 1 6893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3170.07 0.0576419 1730.11 0.3998 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3534.94 0.00133601 229.292 0.6478 0.6478 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3593.94 0.00304798 121.261 1 1 3234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3394.32 0.000364525 60.5663 1 1 7006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3366.29 0.00175279 42.4281 1 1 7203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3436.92 0.0518658 465.978 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2966.57 0.0188583 596.071 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3541.11 0.00217999 1782.95 0.3235 1 2466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3202.88 0.0101397 622.227 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3594.83 0.0025044 242.436 1 1 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3394.58 0.00347905 55.7706 1 1 7127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3454.53 0.0219856 521.953 1 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3366.41 0.00108422 43.5136 1 1 7314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3213.6 0.0228796 833.655 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3550.09 0.000197032 81.4359 0.5301 0.5301 2579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3230.3 0.0207284 437.708 0.8852 0.08852 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3595.48 0.000427405 50.0578 1 1 3459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3394.68 0.000213696 31.1399 0.3582 0.3582 7238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3366.44 0.0047343 48.1068 1 1 7425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3463.95 0.000945055 170.088 0.6072 0.6072 1465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3276.84 0.00658107 809.422 0.07028 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3596.19 0.000188932 60.434 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3551.89 0.00516442 313.828 1 1 2691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3240.68 0.0132781 570.629 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3366.49 7.98807e-05 13.837 1 1 7536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3394.73 0.000176006 46.0041 0.8834 0.8834 7348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3469.86 0.00645362 660.587 0.8527 0.8527 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3301.85 0.0010726 316.013 0.6661 0.6661 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3288.66 0.0299515 1558.96 0.7352 0.7352 776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3555.2 0.00320047 248.548 1 1 2803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3596.83 0.0015605 171.122 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3394.83 0.000683844 63.7522 0.7708 0.7708 7459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 3366.56 0.000974407 94.4454 1 1 7651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3484.99 0.00821793 361.937 1 1 1683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3325.44 0.00625188 301.524 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3597.15 0.000210306 73.9633 0.3373 1 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3555.94 0.000257841 36.5907 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6981 3366.61 5.12601e-05 9.40756 0.789 0.789 7746
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 3358.84 0.00369153 318.207 0.2839 0.2839 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3394.86 0.000183602 12.7645 0.4404 0.4404 7578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6808 3394.86 0.000205767 5.77445 1 1 7589
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 3492.04 0.000482269 176.974 0.4152 0.4152 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3597.39 0.000113102 44.0654 0.6713 0.06713 3909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3558.64 0.00625235 157.178 1 1 3028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3350.01 0.00239291 230.686 1 1 986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3376.3 0.0015323 201.48 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3597.65 0.00149591 78.0446 0.7146 0.7146 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3495.26 9.77448e-05 85.54 0.4114 0.4114 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3564.14 0.0039441 284.601 1 1 3141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3360.25 0.00248648 95.5225 1 1 1093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3390.83 0.000493926 689.344 0.2307 0.2307 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3598.81 0.0170828 239.648 1 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3511.34 0.0301443 1738.62 0.3339 0.3339 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3565.5 0.000417373 67.1746 1 1 3252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3369.15 0.0263472 107.122 1 1 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3599.87 0.00159716 186.221 1 1 4244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3401.07 0.00129729 199.608 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3566.8 0.0007013 591.281 0.08691 1 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3528.9 0.000908397 162.143 1 1 2134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3377.01 0.0146399 363.182 1 1 1318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3602.93 0.00598134 92.98 0.3223 0.3223 4358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3436.18 0.02112 1850.51 0.3384 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3567.54 0.000580297 177.998 1 1 3482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3530.47 0.000398671 264.952 0.47 0.47 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3394.62 0.0638589 1732.14 0.1589 1 1426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3603.6 0.00117892 132.04 0.7273 0.7273 4467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3448.7 0.0140168 140.054 0.31 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3421.4 0.0204331 541.386 1 1 1535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3533.11 0.00351312 758.26 0.2293 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3575.01 0.00442356 560.359 0.5187 0.5187 3595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3603.73 5.22167e-05 21.4512 1 1 4574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3467.24 0.00376283 485.202 0.743 0.743 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3545.06 0.00235506 169.323 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3424.38 0.00111755 90.6939 1 1 1648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3577.29 0.000446238 181.022 0.3206 1 3712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3603.89 0.00239224 109.867 1 1 4686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3472.73 0.0129273 327.003 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3433.8 0.00130193 104.134 1 1 1756
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3548.83 0.000518275 81.1429 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3577.84 0.000629885 77.962 1 1 3820
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3604.29 0.000983167 51.7274 1 1 4794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3505.23 0.0689422 508.016 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3553.88 0.00233458 586.314 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3438.15 0.000475319 345.478 0.2402 0.2402 1863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3578.44 0.000422822 45.5492 1 1 3931
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3516.61 0.0323124 132.835 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3604.49 0.00131381 78.6986 1 1 4907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3555.65 0.00767642 251.341 0.3799 0.3799 2798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3579.16 0.000345079 50.7594 1 1 4039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3443.87 0.00169903 120.543 0.9956 0.09956 1977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3521.62 0.0328304 1378.68 1 1 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3604.83 0.000252855 55.0662 1 1 5024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3563.79 0.00624052 200.456 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3448.09 0.0192127 409.639 1 1 2087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3579.38 0.00076679 82.7448 0.2877 1 4152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3525.42 0.00944299 318.126 1 1 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3605.03 0.000147438 10.8408 1 1 5132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3569.87 0.00629004 252.604 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3459.31 0.00352449 272.625 1 1 2197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3579.59 0.00170581 476.925 0.5596 0.5596 4259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3527.63 0.000785443 54.4037 0.9694 0.9694 1999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3571.95 0.0042912 71.839 1 1 3142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3605.11 4.03996e-05 17.2925 0.3626 0.3626 5238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3463.38 0.0101131 610.632 0.2352 1 2306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3531.38 0.0360921 520.712 1 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3580.22 0.0002617 51.1083 1 1 4373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3574.46 0.0462423 343.958 1 1 3253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3605.21 0.00109132 55.5402 0.4916 0.4916 5352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3470.98 0.0462381 616.489 1 1 2413
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3547.47 0.0771942 463.296 1 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3575.59 0.000302322 77.7659 1 1 3370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3581.33 0.00158634 175.813 0.6818 0.6818 4488
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3605.55 0.00235113 47.0978 1 1 5464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3483.6 0.00362119 1003.62 0.5809 0.5809 2521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2975.5 0.00948038 152.947 0.4813 0.4813 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3560.68 0.000966107 380.664 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3581.9 0.000129067 43.0654 0.8112 0.8112 4596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3576.59 0.00100807 141.671 0.8695 0.8695 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3605.74 0.0012608 51.6307 1 1 5575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3489.7 0.0242921 398.695 0.8036 0.08036 2635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3118.82 0.515019 2157.94 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3577.57 0.00343171 1125.56 0.6362 0.6362 3594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3573.78 0.00147124 255.418 0.642 0.642 2438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3582.23 0.000481387 79.2309 1 1 4711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3605.92 0.00168627 57.5069 1 1 5685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3516.69 0.0463832 1032.8 1 1 2747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3283.29 0.0073653 468.81 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3578.59 0.000279209 125.075 1 1 3708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3578.75 0.000382675 235.021 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3605.96 6.79447e-05 21.9699 1 1 5802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3582.7 0.000982157 89.2246 0.2109 1 4822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3341.22 0.00175791 424.444 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3522.21 0.000369079 177.349 1 1 2859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3578.9 0.00133088 137.021 1 1 3814
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3581.42 0.000606276 145.099 1 1 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3606.01 0.000130535 28.4579 1 1 5916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3583.72 0.00129487 121.762 1.117 0.1117 4941
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3579.4 0.00338508 47.5613 1 1 3924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3368.45 0.000237923 288.454 0.2289 0.2289 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3523.16 0.00203614 96.6978 1 1 2968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3582.73 0.000169358 64.6774 1 1 2772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5393 3606.06 1.41688e-05 7.25719 0.1118 0.965 6020
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4499 3584.7 0.00064699 53.636 1 1 5048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3579.53 8.29273e-05 50.1881 0.8122 0.8122 4033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3403 0.0214259 1286.28 0.885 0.885 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3523.86 0.00159592 66.2408 1 1 3079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3004.87 0.0124724 376.954 1 1 107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3583.85 0.000729134 99.4847 1 1 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3585.16 0.00168251 76.498 1 1 5162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3579.64 0.000229757 27.6911 0.4987 0.4987 4145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3042.06 0.00559387 377.294 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3523.98 0.000485965 35.4129 1 1 3189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3442.48 0.00183184 441.468 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3584.36 5.72797e-05 25.0786 1 1 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3167.33 0.0820215 3267.07 1 1 218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3580.07 0.000578724 28.8891 1 1 4255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3585.37 0.00121323 116.589 1 1 5274
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3524.84 0.00482525 156.485 1 1 3303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3474.73 0.00190807 1660.25 0.1413 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3199.92 0.0389946 1298.8 0.542 0.542 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3229.94 0.00279753 438.199 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3584.8 0.000385598 88.0344 1 1 3105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3580.14 2.08584e-05 8.27631 1 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3585.84 7.88759e-06 39.2721 0.7191 0.7191 5384
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3343.37 0.110398 1641.75 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3526.19 0.00174895 314.802 1 1 3420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3522.54 0.00146659 136.341 0.4784 0.4784 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3333.39 0.0305766 783.493 0.3125 0.3125 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3585.28 7.33498e-05 33.3635 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3586.24 0.00543114 62.8887 0.4359 0.9175 5498
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3580.27 0.000773929 105.319 1 1 4483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3454.61 0.013188 907.353 1 1 436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3526.37 0.00163784 120.074 0.5274 0.05274 3535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3528.38 0.00720332 284.172 0.2458 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3585.87 0.000305512 149.628 0.08548 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3586.72 0.00358463 322.94 0.9793 0.9793 5604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3374.46 0.0112975 485.933 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3580.36 0.000230173 38.5304 0.09894 1 4593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3501.95 0.086134 1839.21 1 1 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3537.52 0.000920895 179.613 1 1 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3526.51 0.0010604 25.2435 1.163 0.1163 3642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3586.85 0.00295658 107.25 1 1 5711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3580.56 0.00136265 30.9936 1 1 4700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3399.77 0.0169284 405.988 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3586.6 0.000309374 249.028 0.1981 0.1981 3434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3543.58 0.00107262 226.862 1 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3521.82 0.0564936 781.493 1 1 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3526.55 0.000438786 50.8068 0.4265 1 3754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3587.25 4.62507e-05 46.3471 1 1 5819
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3580.87 0.000532991 66.1818 1 1 4810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3416.81 0.0112334 513.631 0.9362 0.9362 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3592.64 0.0143306 205.308 1 1 3544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3570.05 0.0346989 1042.22 1 1 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3526.59 0.000767307 38.5411 1 1 3862
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3581.09 0.000174491 23.2575 1 1 4915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3575.93 0.0261744 705.768 1 1 765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3587.43 0.000300962 42.9554 1 1 5923
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3594.6 0.049288 213.546 1 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3452.26 0.0525222 926.117 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3581.15 0.000153547 53.6541 0.2935 0.2935 5020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3590.69 0.0354146 1620.31 1 1 1548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4506 3581.15 5.59157e-05 4.89643 1 1 5028
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
799 3609.57 0.00380324 359.459 1 1 879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3526.65 0.000241433 35.8971 0.2703 0.02703 3974
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3587.54 0.000305379 61.7155 1 1 6030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3596.03 0.0771978 129.565 1 1 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3479.67 0.00508273 556.049 0.4484 1 1007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3604.64 0.0369388 838.077 1.793 0.1793 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3526.68 3.2761e-05 7.22771 0.9768 0.9768 4085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3706 3526.68 8.38032e-05 2.55805 1 1 4093
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5499 3587.73 2.8906e-05 22.2679 1 1 6138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3666.55 0.00470415 292.801 1 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3596.76 0.0149166 187.351 1 1 3879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3506.39 0.000500426 230.868 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3608.84 0.00268191 448.625 0.3744 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3587.8 0.000673654 27.9034 1 1 6248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3697.69 0.00279092 268.067 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3597 0.00169272 107.827 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3522.57 0.0415165 614.714 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3616.2 0.001843 396.223 1 1 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3587.88 2.7961e-05 19.2389 1 1 6360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3724.27 0.00737384 326.486 1 1 1210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3597.16 0.000167702 66.8415 0.1964 0.1964 4102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3539.02 0.0613717 530.795 1 1 1340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3619.75 0.000780582 52.2977 1 1 1999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3588.02 0.000309248 76.9829 0.3265 0.03265 6469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3749.85 0.0157686 521.221 0.5623 0.5623 1315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3597.55 9.95931e-05 24.5493 1 1 4212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3550.73 0.0725234 254.163 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3589.36 0.000801193 250.137 0.4895 1 6585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3623.27 0.00941741 144.414 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3761.08 0.00535845 469.945 1 1 1422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3597.67 0.000405494 36.9311 1 1 4323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3558.54 0.0752224 1948.5 0.316 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3589.7 0.000112763 31.2232 1 1 6694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3629.47 0.00420589 134.376 1 1 2226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3770.02 0.045418 1333.15 1 1 1528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3575.41 0.0186997 707.936 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3597.76 0.000219263 28.1122 0.6674 0.06674 4441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3589.79 0.000231315 20.3969 1 1 6804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3632.25 0.000155704 29.1588 1 1 2339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3580.39 0.0108552 197.549 1 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3589.89 5.47697e-05 16.0486 0.7929 0.7929 6913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3598.25 0.00301745 131.735 1 1 4554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3633.66 0.000111147 16.0966 1 1 2447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3779.2 0.00219128 116.121 1 1 1641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3581.09 0.000446165 213.325 0.4911 0.9878 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3598.38 0.000614505 47.2824 0.8802 0.8802 4663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3589.96 0.00130996 125.888 1 1 7026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3635 0.00167826 83.2684 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3782.05 0.00412289 89.6476 1 1 1754
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3590.11 0.00101858 76.3502 1 1 7137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3590.84 0.00234453 288.075 1 1 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3636.19 0.00111384 192.612 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3782.72 0.00542517 160.736 1 1 1861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3590.37 1.16287e-05 19.042 0.3617 0.3617 7246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3602.4 0.00138902 525.221 0.3292 0.03292 2125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3289.48 0.022337 2649.46 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3639.97 0.00115077 186.351 1 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3785.08 0.000293658 92.6468 1 1 1972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3590.46 0.00326782 136.354 1 1 7359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3607.13 0.000417314 70.1044 1 1 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3472.37 0.123463 1202.03 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3642.59 0.00114294 125.948 0.5635 0.5635 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3787.22 0.00348164 262.199 0.4169 1 2085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3598.43 0.00260106 184.75 1 1 4771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3590.5 6.70622e-05 16.9458 1 1 7471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3610.11 0.0031715 119.243 1 1 2344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3644.6 0.00227279 84.1684 1 1 3008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3601.04 0.00699466 649.473 0.19 0.19 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3792.29 0.00968699 239.773 1 1 2201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3598.59 0.000159243 18.648 1 1 4885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3590.63 0.000379249 25.3516 1 1 7587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3612.15 0.00549957 97.4192 0.7257 0.7257 2458 399 3716.65 0.0111644 499.743 1 1 462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3645.42 0.000578072 134.819 1 1 3116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3799.52 0.000679678 58.8033 1 1 2314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3598.76 0.000397837 31.3606 1 1 4995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 3593.14 0.0180411 475.249 0.4335 1 7701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3614.4 0.0076483 280.619 1 1 2566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3754.72 0.000389067 1188.89 0.176 0.176 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3646.33 0.0219381 256.94 1 1 3227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3598.79 0.000148198 26.1418 1 1 5104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3799.88 0.000338375 53.5042 1 1 2424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3646.7 0.000215482 24.8742 1 1 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3615.88 0.00205759 240.179 1 1 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 3593.54 8.09614e-05 14.2731 0.5141 0.5141 7820
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3598.92 4.96324e-05 11.1305 1 1 5216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3822.98 0.0354909 3172.65 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3800.37 0.000274346 47.7717 1 1 2536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3618.04 0.00337743 149.39 0.2908 1 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 3593.67 0.000239626 42.653 0.474 1 7932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3647.08 0.00445758 108.154 1 1 3448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3598.93 5.19018e-05 5.90858 0.5677 0.5677 5328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7140 3593.68 0.000260179 3.52892 1 1 7975
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2399 3802.77 0.00375494 199.05 1 1 2642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3862.12 0.0863033 1879.46 0.4325 1 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3647.55 0.00754081 126.377 1 1 3558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3621.42 0.0726192 578.761 1 1 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3598.95 0.000366494 8.17169 1 1 5445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4909 3598.95 3.13515e-05 6.18521 0.8541 0.8541 5455
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 3804.6 0.000787874 48.6999 1 1 2761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3916.35 0.0220395 1294.18 0.2126 0.2126 913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3648.35 0.00135274 69.2539 1 1 3663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3636.7 0.0116883 126.596 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3648.64 0.00323119 79.2564 1 1 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3805.02 0.00764788 126.923 1 1 2879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3952.64 0.00152161 296.19 1 1 1030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3645.03 0.000901203 155.287 1 1 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3259.87 0.022939 1241.48 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3649.12 0.00177227 71.0203 1 1 3895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3806.76 0.00262599 113.899 1 1 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3964.8 0.000452861 78.6547 1 1 1140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3648.88 0.000114469 65.4921 0.5286 0.5286 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3487.92 0.00726066 686.475 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3649.47 0.000495636 116.763 0.2798 0.2798 4006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
1099 3968.14 0.000847628 159.987 1 1 1250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3807.68 0.00111485 136 1 1 3101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3649.33 0.00202582 83.4323 1 1 3334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3661.61 0.0148041 580.922 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3649.62 0.000255371 9.89719 1 1 4111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3398.71 0.00137167 391.33 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3975.14 0.001352 213.384 0.801 0.801 1359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3650.03 0.00238797 220.736 1 1 3445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3808.1 0.000783454 213.124 0.115 1 3211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3827.19 0.089236 3460.6 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3649.68 0.000475895 27.6992 1 1 4222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3650.41 0.00301871 44.7935 0.4496 0.4496 3555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3645.7 0.0402427 2336.07 0.8289 0.8289 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3808.75 0.00219445 81.7482 1 1 3320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3979.66 0.00784611 184.427 1 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3649.93 0.00223835 61.8638 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3864.65 0.00976764 867.872 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3651.53 0.0092695 385.968 0.7995 0.7995 3669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3812.88 0.00179711 142.411 0.3264 0.3264 3429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3789.46 0.00338507 773.437 0.8269 0.8269 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3992.47 0.00585668 533.094 1 1 1584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3908.42 0.00233355 999.123 0.7252 0.7252 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3650.17 0.000961116 86.5129 1 1 4436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3864.53 0.0761007 4032.19 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3652.79 0.00121237 55.4516 1 1 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3814.91 0.00526208 109.866 0.8585 0.8585 3539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3999.13 0.00131581 498.018 0.1481 1 1693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3650.3 0.000812267 71.3242 1 1 4547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3929.07 0.0021886 698.743 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3653.12 0.000618149 73.456 1 1 3901
4199 3650.4 0.000286717 27.4273 1.303 0.1303 4658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3815.75 0.000332926 115.317 1 1 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3993.61 0.00177101 975.106 1 1 573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4005.34 0.0331495 604.948 1 1 1804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3972.67 0.000607948 235.323 0.3562 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3816.48 0.00128512 59.0221 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3650.75 0.000619568 40.8391 1 1 4771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3653.36 0.00391792 198.499 1 1 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4097.32 0.154231 4132.62 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4024.59 0.0200229 462.413 1 1 1915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3984.62 0.0119415 679.357 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3653.48 0.000132068 37.8319 0.4743 0.4743 4129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3650.91 0.00274551 80.7329 1 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3817.89 0.00231066 237.139 1 1 3875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4160.52 0.0166836 3048.27 1 1 799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4044 0.00124328 209.244 1 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4047.96 0.347344 1580.61 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3653.6 0.000419419 30.4291 1 1 4235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3651.08 0.00560151 63.5718 1 1 4997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3818.36 0.00688709 108.416 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4158.14 0.00163828 448.816 1 1 1222
799 4225.89 0.0053455 495.956 0.8378 0.8378 915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4050.04 0.00184004 59.0747 1 1 2138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3654 0.0121973 84.7999 1 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3651.25 0.00032288 75.167 0.2996 1 5109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3818.57 0.000254681 90.9318 0.7877 0.7877 4097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4260.93 0.0402428 2271.71 0.7651 0.7651 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3655.24 0.00273756 82.8343 1 1 4452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4183.25 0.0123868 230.522 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4051.33 0.00130426 109.868 0.5152 0.5152 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3651.38 0.000330821 51.4014 0.3903 1 5217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4291.79 0.00532693 1097.98 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3818.78 0.000179215 15.6091 0.9188 0.9188 4216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4052.67 0.00534326 641.296 0.4496 1 2364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3651.42 0.000126147 18.6853 1 1 5324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3656.61 0.00097067 199.168 0.2878 0.2878 4560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4197.04 0.0318519 174.571 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4322.42 0.00606618 571.135 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3657.21 0.00291145 44.3762 0.822 0.822 4673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3818.91 0.000872149 46.4378 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4053.48 8.6533e-05 70.9911 1 1 2473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4210.19 0.0153842 537.622 1 1 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3651.46 0.000254261 52.8451 1 1 5438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4350.8 0.0182917 1218.7 1 1 1346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3819.08 0.00399349 68.5152 0.3078 1 4440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4054.26 0.000150615 131.011 0.6345 0.6345 2584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3658.08 0.000550535 49.565 1 1 4790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4216.17 0.00659638 770.561 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3651.48 0.00116606 90.8996 0.2402 1 5547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4357.95 0.0116467 818.614 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3819.21 0.000221681 35.2979 1 1 4555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4055.29 0.00907693 261.881 1 1 2691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4222.05 0.000890522 123.433 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3658.18 4.15547e-05 25.522 0.5544 0.5544 4897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3651.55 0.00123612 18.5094 1 1 5662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4057.19 0.000378703 89.0683 1 1 2807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3440.14 0.0580891 1448.32 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4369.99 0.0129848 380.685 1 1 1579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3819.54 0.000596586 45.1205 1 1 4672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4227.07 0.002957 342.748 1 1 1894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3658.23 0.000139295 19.2509 1 1 5008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3651.6 0.00182 129.627 1 1 5771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4057.77 0.000107969 52.8638 1 1 2919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3696.52 0.0100256 367.532 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4373.43 0.00112266 228.793 1 1 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4228.62 0.00486341 569.706 1 1 2003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3819.63 0.000318565 24.169 1 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3658.28 0.000852287 46.6982 1 1 5115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3651.66 0.000234389 39.7429 1 1 5884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4058.48 0.0039656 165.951 1 1 3029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3875.48 0.0269753 2338.62 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4676 3658.32 9.53975e-06 5.41285 0.1026 1 5206
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5328 3651.67 8.00658e-05 3.20025 1 1 5917
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 4377.04 0.000347121 149.81 0.4699 0.4699 1808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3819.72 7.16441e-05 13.7617 1 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4240.08 0.00575544 1735.2 0.5222 1 2121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4059.42 0.0079487 193.562 1 1 3141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3819.8 0.000533909 16.8453 1 1 4993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4379.45 0.000368318 203.162 1 1 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4242.75 0.00411012 286.587 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3980.22 0.0380421 465.692 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3820.01 0.00161515 27.5146 1 1 5104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4061.21 0.0118425 194.555 0.8323 0.8323 3254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4383.64 0.00241667 470.895 1 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4252.76 0.00182127 583.153 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 4034.02 0.0143398 585.128 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3820.8 0.00688461 60.0041 1 1 5210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4393.01 0.00073687 210.248 0.8038 0.8038 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4062.17 0.000855268 86.1316 1 1 3362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4256.48 0.0085238 710.689 1 1 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4186.18 0.0124131 1153.74 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3821.01 0.000242484 26.0165 1 1 5325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4396.68 0.00685558 653.054 1 1 2250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4062.69 0.00312882 219.663 1 1 3475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4262.25 0.00283203 281.88 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4265.24 0.00256386 683.296 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3821.04 5.87551e-05 27.8211 1 1 5436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4401.9 0.00464474 117.541 1 1 2360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4062.92 0.000505118 42.6886 0.7214 0.7214 3586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4268.42 0.00442471 620.694 1 1 2676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4309.03 0.00348584 597.169 0.736 0.736 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3821.14 0.000206939 12.5285 0.9787 0.9787 5551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4270.57 0.000345274 69.5652 1 1 2788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4405.52 0.0354017 484.584 1 1 2470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4063.12 0.00133675 120.16 1 1 3701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4360.81 0.00198294 432.264 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3821.28 0.000467703 15.1648 1 1 5663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4416.32 0.0113961 491.869 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4271.47 0.00168953 311.706 1 1 2900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4063.39 0.000229623 65.0641 1 1 3813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4385.33 0.046555 1293.41 1 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3821.32 8.10922e-05 37.5734 0.7402 0.7402 5779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4063.5 0.00130296 57.5775 1 1 3927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4272.09 0.000455083 50.1279 0.6089 0.6089 3011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4425.96 0.00122572 286.667 1 1 2682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4418.01 0.026735 1132.55 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4272.69 0.00253944 91.3418 1 1 3118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3821.36 0.000113966 14.1504 1 1 5896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4064.06 0.00615334 354.906 1 1 4034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4432.8 0.00154097 497.29 0.2197 0.2197 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4273.71 0.00082138 55.426 1 1 3227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4428.11 0.00068087 91.5698 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3821.4 6.73048e-05 22.6313 0.2208 0.9404 6011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4440.26 0.011516 247.913 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4064.63 0.00808514 128.888 1 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4274.23 0.000136033 36.6758 1 1 3339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4431.06 0.0192031 730.661 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3821.58 0.00147444 32.4252 1 1 6122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4441.86 0.000837367 189.956 0.619 0.619 3019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4065.42 0.00795642 278.926 1 1 4261
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4274.5 0.00815872 174.796 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4437.87 0.00514596 947.262 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4442.24 0.000667927 102.936 0.3296 1 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3821.78 0.0199404 137.522 1 1 6240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4066.45 0.00499499 148.453 1 1 4371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4274.97 0.00073597 116.674 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4448.95 0.00357468 208.417 0.4675 0.4675 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3822.25 0.00423041 178.665 1 1 6353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4443.43 0.000108545 117.528 1 1 3244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4067.34 0.0157995 127.467 1 1 4479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4275.28 6.22927e-05 52.0448 1 1 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4457.23 0.000292286 206.761 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4444.12 9.30397e-05 107.551 1 1 3357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4067.71 0.000891673 36.7709 1 1 4589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3823.13 0.00150688 62.389 0.9175 0.9175 6466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4275.64 0.00179109 216.762 1 1 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4444.47 0.00180338 134.45 1 1 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4465.85 0.00766559 470.987 1 1 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4068.1 0.000380458 51.647 0.2965 1 4705
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3823.29 0.00155664 76.4731 1 1 6583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4275.74 0.000676965 141.255 0.2616 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5962 3823.32 3.12256e-05 5.52835 1 1 6658
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 4445.06 0.00147797 310.888 0.2014 1 3576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4068.28 0.00021298 30.9312 1 1 4815
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4469.13 0.00856425 612.604 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4276.54 0.00400506 415.037 1 1 4008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4068.43 0.000845561 29.4047 1 1 4922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4445.23 0.00115845 172.183 1 1 3689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4470.72 0.0022541 271.717 1 1 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4277.19 0.000616339 61.3221 1 1 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4068.47 0.000255713 69.5359 0.3542 0.03542 5032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4445.57 0.000154407 28.2091 1 1 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4474.66 0.00731247 126.554 1 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4277.77 0.000291112 61.7114 1 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4583 4068.49 1.45732e-05 5.46779 1 1 5124
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 4445.79 0.000239842 147.243 0.1698 1 3913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4478.51 0.000139287 139.479 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4278.45 0.00785332 59.5734 1 1 4341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4446.1 0.000337897 245.707 0.3731 0.3731 4022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4480.61 0.00155195 237.064 1 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4278.64 0.00197582 139.065 1 1 4450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4447 0.013521 156.74 1 1 4132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4481.44 0.000213923 39.1634 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4278.98 0.000803208 114.829 1 1 4558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4448.24 9.1646e-05 179.067 1 1 4242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4481.99 0.000262643 55.7429 1 1 2669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4279.98 0.00179535 157.431 1.793 0.1793 4670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4448.35 5.55057e-05 20.8437 1 1 4361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4482.56 0.00493108 238.467 1 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4280.11 0.000125049 16.4503 1 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4448.62 0.00383744 142.705 1 1 4468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4280.15 0.000313796 76.4797 1 1 4889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4482.78 0.000703136 62.8363 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4448.88 2.22703e-05 22.7648 1 1 4573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4280.19 0.000717046 15.8532 1 1 4999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2696 4482.99 8.32674e-05 9.21323 1 1 2993
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 4448.98 0.0015669 31.39 1 1 4690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4280.33 0.00137288 181.004 1 1 5116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4449.02 0.000240573 13.6025 1.204 0.1204 4801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4694 4280.38 5.67929e-05 7.83018 1 1 5224
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4399 4449.05 0.00041642 79.8428 1 1 4907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4449.18 0.000370733 16.2971 1 1 5025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4449.34 4.84669e-05 46.6073 1 1 5130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 4449.38 8.419e-05 16.47 1 1 5241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 4449.46 0.00662527 248.471 1 1 5350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 4449.61 0.000298308 68.576 1 1 5461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4980 4449.63 0.000125406 5.568 1 1 5549
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fb9064393a0>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3423.2 0.0127004 406.934 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3503.95 0.0232819 591.231 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3580.31 0.0342153 863.65 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3637.21 0.0482847 2411.63 0.6024 0.6024 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3690.45 0.00344164 451.83 1 1 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3740.66 0.00529156 177.08 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3753.9 0.00803252 386.643 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3804.43 0.035424 838.891 0.4872 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3986.26 0.00602953 526.424 0.4761 0.4761 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4012.47 0.00327745 506.472 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4017.61 0.00105404 255.615 0.2266 1 1220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4020.72 0.00247045 418.062 0.3973 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4053.22 0.00185459 254.986 1 1 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4057.21 0.00857348 305.671 1 1 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4063.42 0.0130553 324.677 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4072.17 0.00655755 484.602 1 1 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4072.82 0.000177622 215.089 0.573 0.573 1907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4075.76 0.000164286 95.4683 1 1 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4077.37 0.000319253 56.5973 1 1 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4081.13 0.00251239 389.53 0.3382 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4084.96 0.0182094 432.479 1 1 2344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4096.54 0.0255559 373.314 1 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4105.44 0.012899 225.204 1 1 2562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4107.41 0.000264108 48.2935 0.525 0.525 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4107.87 0.000631074 28.7164 3.881 0.3881 2791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4108.6 0.000294954 120.336 1 1 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4109.34 0.00295893 120.268 1 1 3023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4112.85 0.00200173 142.165 1 1 3134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4122.37 0.0391418 320.191 1 1 3251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4130.7 0.00239222 134.999 0.5792 0.5792 3362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4132.52 0.00237011 77.2621 1 1 3477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4132.91 0.000155953 10.4497 1 1 3584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4133.38 0.00212737 157.628 1 1 3700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4133.84 0.00248748 49.1822 1 1 3807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4133.89 0.000313134 27.5754 0.3209 0.3209 3917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4133.97 0.000109885 49.9242 1 1 4025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4134.05 0.00049057 34.4081 1 1 4139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4134.14 7.04661e-05 16.5513 1 1 4244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4134.23 0.00169268 32.566 0.7539 0.7539 4354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4134.32 0.000520597 17.9532 1 1 4467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4134.36 0.000477609 29.7827 1 1 4572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4134.39 8.53455e-05 13.2601 1 1 4679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4134.41 4.02811e-05 10.2231 1 1 4784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4134.45 0.000558201 15.991 1 1 4890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4476 4134.5 0.000283176 4.74387 1 1 4977
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 618.685 0.00426937 74.2069 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 620.75 0.0285297 119.765 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 623.908 0.00111902 56.2156 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 624.511 0.00251579 70.7284 0.657 0.657 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 626.221 0.00564159 40.172 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 627.051 0.00140638 20.2817 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 627.151 0.00528026 68.0172 0.3577 0.3577 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 627.381 0.00101956 38.3844 0.2114 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 788.725 0.121666 177.991 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 627.655 0.00328265 71.8866 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 579.894 0.00115097 135.097 0.479 1 129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 927.218 0.00126284 7.86783 1 1 139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 853.519 0.00260381 85.5834 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 789.099 0.00185783 116.608 0.3946 0.3946 218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 581.76 0.0165744 227.15 1 1 241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 856.208 0.0139065 192.128 0.8277 0.8277 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 627.86 0.00888724 22.5959 0.4494 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 927.593 0.0462695 57.6057 1 1 249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 790.246 0.000290945 7.24274 1 1 325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 584.712 0.000814821 149.329 0.62 0.62 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 931.57 0.00668901 45.5439 1 1 356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 790.731 0.024744 166.511 1 1 435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 628.153 0.000255447 50.9637 0.4349 0.8935 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 864.604 0.0199212 87.9168 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 791.135 0.000253868 6.6532 1 1 541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 628.28 0.000222826 17.0435 0.8203 0.08203 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 590.926 0.00844425 220.282 1 1 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 628.346 0.00031113 32.3346 0.5111 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 931.686 0.00636648 41.647 1 1 467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 864.822 0.00336607 48.639 0.5293 0.5293 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 791.694 0.000680314 7.43977 1 1 650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 592.825 0.000161688 45.0534 10 1 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 594.98 0.00418552 171.743 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 792.242 0.00622347 69.1062 1 1 766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1387 628.399 1.48541e-05 15.3629 1.561e-06 0.001 1609 LS failed, Hessian reset
699 596.692 0.0111421 209.909 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 628.404 3.0407e-05 9.09818 1 1 1622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
799 792.726 0.00923937 113.049 2.478 0.2478 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 932.635 0.0127198 112.628 1 1 585 Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 865.441 0.0104075 36.0137 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 599.281 0.00358935 157.855 0.9859 0.9859 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 510.09 0.0044681 223.892 1 1 117
899 600.803 0.00178701 69.5474 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 628.442 0.00209902 11.4959 1 1 1741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 516.314 0.00847235 234.803 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 699.038 0.000751121 83.3703 0.6655 0.6655 116 597 865.608 7.40473e-06 11.6903 6.147e-07 0.001 716 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 933.111 0.0296251 173.722 1 1 699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 865.608 1.06038e-05 5.34018 1 1 718
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.1381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 521.894 0.0161979 236.335 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 601.063 0.000948784 36.0589 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 434.626 0.000952475 48.7575 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 703.275 0.0203612 187.561 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
673 866.099 3.38873e-05 39.3407 1.836e-06 0.001 840 LS failed, Hessian reset
399 525.583 0.00548517 103.297 1 1 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 628.462 0.000417081 13.4459 0.7846 0.7846 1855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 793.17 0.00132334 14.7848 1 1 993
199 436.222 0.00283696 58.8249 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
667 933.375 3.64352e-05 20.3413 3.186e-06 0.001 823 LS failed, Hessian reset
499 526.567 0.000228852 46.6463 0.8276 0.8276 550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 601.892 0.00562935 53.7249 0.3962 1 1228
1664 628.492 3.45972e-05 10.1981 1.894e-06 0.001 1967 LS failed, Hessian reset
699 933.391 6.36107e-05 6.42697 1 1 857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 439.857 0.00806598 460.395 0.947 0.947 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 699 866.327 0.00101115 22.2879 1 1 866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 529.325 0.0454364 247.762 1 1 655
399 442.18 0.00250925 195.285 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 793.285 0.000754607 32.4023 0.2791 0.2791 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 707.042 0.0134205 199.544 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 601.989 0.000231952 47.4114 0.6678 0.6678 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 443.273 0.00425287 51.2486 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 933.684 0.00140831 19.7058 1 1 981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 628.525 0.000223394 43.8308 0.18 0.18 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 866.676 0.000319142 6.60138 0.333 0.333 976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 445.593 0.0511332 518.89 0.5307 0.5307 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 793.687 0.000274716 21.4025 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 715.538 0.00266063 10.958 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 602.583 0.000109631 29.7723 1 1 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 699 531.993 0.0928924 768.403 1 1 765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 447.274 0.00107485 105.079 1 1 767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 628.578 0.000794639 36.4852 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
877 866.744 5.60435e-06 10.6637 5.108e-07 0.001 1114 LS failed, Hessian reset
799 447.627 0.00343896 170.811 1 1 877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 793.766 1.06574e-05 4.6789 1 1 1327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 899 866.772 0.000321751 22.6065 0.2996 1 1137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 603.188 0.00165993 69.7537 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 533.452 0.00264775 93.5435 1 1 872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 715.612 0.00177504 47.1993 0.4688 0.4688 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 448.773 0.00474375 246.183 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
854 933.951 2.55564e-06 3.0357 2.606e-07 0.001 1102 LS failed, Hessian reset
899 535.59 0.00574987 329.327 0.6363 0.6363 981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 450.785 0.000238361 55.1702 1 1 1096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 866.953 0.000344339 18.6146 0.5465 0.5465 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1819 628.588 4.55941e-06 5.96106 8.626e-07 0.001 2186 LS failed, Hessian reset
1499 603.752 0.0264895 101.498 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 451.253 6.39326e-05 22.8169 1 1 1207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 934.142 0.000539005 14.7178 1 1 1161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 715.922 0.00235782 75.7479 0.7955 0.7955 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 451.924 5.29567e-05 13.2572 1 1 1317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 604.77 0.000492075 6.55426 1 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 536.9 5.08977e-05 28.0834 1 1 1088
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1866 628.6 9.74863e-06 3.78033 3.424e-06 0.001 2299 LS failed, Hessian reset
699 716.34 0.00129194 8.44065 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 628.607 7.72211e-05 13.6771 1 1 2336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 793.995 0.0284365 121.35 0.5429 0.2166 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 452.413 0.000944053 86.976 1 1 1420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 934.714 0.00189616 15.0015 0.1032 1 1282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 604.797 0.00140517 28.4855 1 1 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 452.65 0.00288354 168.547 0.7648 0.7648 1528
1099 867.067 0.000134601 7.1422 0.7492 0.7492 1366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 716.927 0.0376367 313.413 1 1 893
1099 537.722 0.00982009 291.745 1 1 1198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 794.118 0.00102526 28.004 1 1 1560
1001 934.714 6.33067e-06 11.5365 4.664e-07 0.001 1339 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 628.623 0.000190297 2.36605 1 1 2463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 604.835 0.00112066 34.3441 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 455.473 0.00368748 275.027 1 1 1644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 538.063 0.000367837 13.0656 0.4724 0.4724 1312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 455.952 0.0224747 111.765 1 1 1761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 628.741 0.0421728 41.262 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1180 867.124 3.76019e-06 6.48067 5.581e-07 0.001 1524 LS failed, Hessian reset
1299 538.188 0.00125134 51.9879 0.2182 1 1422
1447 794.158 4.02403e-06 7.17544 3.913e-07 0.001 1659 LS failed, Hessian reset
2104 628.743 1.19349e-05 13.7497 1.076e-06 0.001 2637 LS failed, Hessian reset
1199 867.141 0.000561464 111.563 0.2051 0.2051 1544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 604.92 9.80525e-05 9.16819 0.6841 0.6841 2116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 456.271 0.000123289 11.8857 1 1 1871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 456.597 0.000174376 37.2088 1 1 1978
1499 794.175 0.00055919 6.11835 1 1 1721
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 935.077 7.71297e-06 13.6537 3.25e-07 0.001 1516 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 604.959 3.21153e-05 10.2095 0.2408 0.8758 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 717.129 0.00241547 7.25067 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1210 867.154 4.74909e-06 6.74186 1.049e-06 0.001 1613 LS failed, Hessian reset
2199 628.81 0.000821783 44.8163 0.4153 1 2741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 456.813 0.00470511 64.1084 1 1 2082
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 794.253 0.00202776 49.9828 1 1 1825
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 459.518 0.00536993 76.7094 0.9688 0.9688 2195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 867.191 0.000533778 26.1889 1 1 1717
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 717.278 0.000140131 10.3524 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 459.762 2.09708e-05 10.0316 1 1 2308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1699 794.292 0.000439453 14.7521 1 1 1942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1012 717.283 1.13897e-05 11.4207 1.193e-06 0.001 1172 LS failed, Hessian reset
2097 605.127 7.70908e-06 17.162 7.133e-07 0.001 2376 LS failed, Hessian reset
2099 605.127 7.2377e-05 12.189 1 1 2378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 935.204 0.000125648 5.01059 0.1716 1 1629
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 538.472 0.000593351 22.011 0.421 1 1536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1200 935.204 2.06591e-06 4.19484 4.123e-07 0.001 1672 LS failed, Hessian reset
1099 717.468 0.00244756 29.1171 1 1 1273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 459.918 0.000610956 34.3438 1 1 2418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 867.214 0.000387021 4.65035 1 1 1828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 628.829 0.000377843 18.1367 1 1 2855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 605.155 0.000162507 19.7868 1 1 2493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 538.679 0.00106921 44.0663 1 1 1648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1739 794.299 4.65375e-06 7.19997 4.835e-07 0.001 2039 LS failed, Hessian reset
2299 460.053 0.000317607 44.6466 1 1 2521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1233 935.268 1.39618e-05 22.2585 3.15e-07 0.001 1762 LS failed, Hessian reset
1599 539.296 0.00336151 206.161 1 1 1757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 605.201 0.000181452 15.2937 1 1 2613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 717.738 0.000953654 35.1131 0.2146 1 1387
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 628.846 0.000254562 2.46886 1 1 2967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 935.403 0.000192155 3.87519 1 1 1835
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 539.597 0.00461237 44.674 1 1 1865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 605.255 6.81434e-05 9.37663 1 1 2723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2433 628.866 5.68785e-06 7.53287 6.091e-07 0.001 3058 LS failed, Hessian reset
1799 539.666 4.59848e-05 5.18871 1 1 1973
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 867.258 0.000638769 29.1747 1 1 1940
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1354 935.452 3.58698e-05 64.8862 4.85e-07 0.001 1932 LS failed, Hessian reset
2399 460.16 0.000199431 47.3825 0.4439 0.4439 2626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2471 628.881 1.3629e-06 1.9333 6.455e-07 0.001 3145 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 794.304 0.000281219 8.84559 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 935.564 0.00500482 38.6205 1 1 1979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 717.852 0.000305465 8.9451 1 1 1500
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 460.255 0.00786848 205.565 1 1 2742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 605.281 4.03225e-06 9.84352 3.655e-07 0.001 2876 LS failed, Hessian reset
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1440 935.601 8.33613e-05 9.81909 1.826e-06 0.001 2067 LS failed, Hessian reset
1899 539.86 0.00469307 31.9627 4.76 0.476 2084
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 460.458 0.000423451 12.7723 0.4757 0.4757 2850
2599 605.311 0.00156658 28.7452 1 1 2987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 935.634 0.00457578 37.3965 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1548 867.27 1.32718e-05 19.0344 3.056e-07 0.001 2042 LS failed, Hessian reset
1563 867.28 1.95591e-05 1.79704 1 1 2058
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 794.311 0.00286187 12.8992 1 1 2244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 540.228 0.0105833 320.339 1 1 2190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2665 605.315 3.64696e-05 1.61144 1 1 3056
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1900 794.311 5.27163e-06 8.90468 4.087e-07 0.001 2281 LS failed, Hessian reset
2099 542.066 0.0180111 89.134 1 1 2302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 460.557 0.00334817 31.442 0.5832 0.5832 2962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1926 794.314 2.36562e-06 3.83351 3.871e-07 0.001 2355 LS failed, Hessian reset
2199 542.359 0.000733606 27.368 1 1 2409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 717.904 0.000357587 8.74386 0.9717 0.9717 1611
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 460.661 0.000260893 38.1481 1 1 3075
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1568 935.73 8.91881e-06 9.52612 2.517e-07 0.001 2249 LS failed, Hessian reset
1999 794.316 4.149e-05 3.3178 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 542.452 0.000342109 30.8013 1 1 2517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2872 460.732 4.99625e-06 11.7123 7.967e-07 0.001 3202 LS failed, Hessian reset
1499 718.149 0.000354628 19.7242 1 1 1724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 460.741 2.9609e-05 9.17975 1 1 3230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 542.479 0.000111952 3.70683 1 1 2630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 794.39 0.00036987 5.39328 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 935.738 0.00167259 66.2832 0.8899 0.8899 2284
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 718.228 0.00112968 42.4794 1 1 1834
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 460.783 0.000726828 11.2111 1 1 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 460.868 0.00645432 31.1595 1 1 3446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2150 794.426 1.45939e-05 24.6589 5.705e-07 0.001 2675 LS failed, Hessian reset
1699 718.261 5.86865e-05 11.2841 0.4005 0.8827 1951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 794.445 0.00121279 15.4826 1 1 2730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 542.548 0.000723545 13.2227 1 1 2742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1607 935.754 1.81375e-05 6.04891 1.442e-06 0.001 2347 LS failed, Hessian reset
3199 460.934 8.47129e-05 9.57739 1 1 3553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 935.771 0.00160808 13.2346 0.4476 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 542.576 0.0049407 26.3847 1 1 2847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1707 935.772 2.37727e-06 4.48661 7.248e-07 0.001 2504 LS failed, Hessian reset
1799 718.306 0.000896282 21.8293 0.2535 1 2069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 794.507 0.00704178 36.3702 0.3847 1 2845
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 460.957 8.68841e-05 9.11462 1 1 3661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 718.428 0.00138287 15.6131 1 1 2177
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 935.788 0.000213433 12.2629 10 1 2620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 542.615 6.53459e-05 8.72084 1 1 2961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 460.976 6.25465e-05 4.7726 0.9805 0.9805 3773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 542.633 0.00105354 22.843 1 1 3072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 718.542 0.00205055 15.1468 1 1 2285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2312 794.508 3.18531e-06 5.57894 4.67e-07 0.001 2917 LS failed, Hessian reset
2899 542.651 7.56461e-05 11.8388 0.6228 0.6228 3176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 461.017 0.000585921 6.36093 1 1 3886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1876 935.862 2.98213e-06 5.43885 4.097e-07 0.001 2761 LS failed, Hessian reset
3599 461.083 0.000433763 44.5333 1 1 4006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 935.869 0.000100752 6.02131 1 1 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 718.598 0.00178756 11.1718 1 1 2396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 461.119 0.00403209 36.5214 1 1 4109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2960 542.682 3.56021e-06 6.41457 1.001e-06 0.001 3288 LS failed, Hessian reset
2999 542.695 0.000297783 15.2281 1 1 3332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2366 794.536 1.04643e-05 7.67732 3.265e-06 0.001 3030 LS failed, Hessian reset
2199 718.633 0.00178056 16.4738 1 1 2505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 794.544 0.000250845 5.90292 1 1 3064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1939 935.888 8.0852e-06 15.6724 4.181e-07 0.001 2878 LS failed, Hessian reset
3099 542.719 7.54864e-06 1.16716 1 1 3447
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2411 794.544 4.49086e-05 11.3878 1.43e-05 0.001 3119 LS failed, Hessian reset
3799 461.148 0.000175401 5.40871 1 1 4221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 461.156 2.54218e-05 10.6416 0.3606 1 4330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2295 718.679 2.17464e-05 32.2232 3.42e-07 0.001 2662 LS failed, Hessian reset
2499 794.566 6.09015e-05 7.8775 0.5188 1 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 718.681 2.33438e-05 6.56533 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 461.163 0.000378006 12.44 0.7481 0.7481 4439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2532 794.569 1.4458e-06 2.56429 4.948e-07 0.001 3314 LS failed, Hessian reset
1994 935.915 8.91494e-06 16.32 3.652e-07 0.001 2989 LS failed, Hessian reset
1999 935.916 4.49095e-05 5.58574 1 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 461.222 5.08523e-05 5.74849 0.9398 0.9398 4546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 794.572 0.0010695 19.0351 1 1 3398
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 461.291 0.000749595 11.2549 0.9927 0.9927 4651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2607 794.573 6.96e-06 11.1497 3.65e-07 0.001 3471 LS failed, Hessian reset
2099 935.953 0.000616678 17.7565 1 1 3125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2101 935.953 2.2484e-05 1.69624 1 1 3127
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4299 461.317 0.000144158 7.91472 1 1 4760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 718.746 8.71157e-05 6.71907 1 1 2784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4373 461.323 2.2558e-06 2.12916 9.695e-07 0.001 4889 LS failed, Hessian reset
4399 461.324 4.19596e-05 16.9304 0.5965 0.05965 4918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2635 794.577 1.76593e-06 1.919 2.792e-07 0.001 3575 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4499 461.337 0.000125012 6.99374 0.5011 0.5011 5027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 461.343 0.00071529 21.3848 1 1 5143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 718.774 0.000196124 4.07921 1 1 2903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 461.369 4.94503e-06 3.849 1 1 5260
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 718.792 8.58955e-06 9.39939 0.5784 0.5784 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 461.379 1.68585e-05 3.24108 0.9694 0.9694 5365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 461.384 0.000309472 10.2601 1 1 5477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2692 718.803 1.21245e-05 16.7767 3.377e-07 0.001 3169 LS failed, Hessian reset
2699 718.803 0.000178992 13.0585 1 1 3176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 461.396 2.4745e-05 5.89278 1 1 5600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5019 461.397 1.01843e-05 1.62433 1 1 5621
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2789 718.817 1.81959e-06 3.14689 5.005e-07 0.001 3318 LS failed, Hessian reset
2799 718.818 0.000455267 14.4514 1 1 3329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2876 718.835 1.45274e-05 8.75256 2.717e-07 0.001 3461 LS failed, Hessian reset
2899 718.841 0.000614991 33.3334 1 1 3486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 718.849 4.91668e-06 1.94104 1 1 3600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 718.857 0.000173411 2.89944 1 1 3723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 718.863 0.000109376 3.6838 0.1326 0.1326 3841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3293 718.889 1.58954e-05 26.5659 3.965e-07 0.001 4001 LS failed, Hessian reset
3299 718.892 0.000250883 12.4657 1 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 718.934 1.66317e-05 4.96858 0.1984 1 4128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3410 718.934 1.62339e-06 1.70661 2.916e-07 0.001 4185 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 965.313 0.00189052 25.1356 1 1 128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 966.029 0.00179734 26.2773 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 970.023 0.0130973 396.749 1 1 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1009.51 0.190317 1122.2 1 1 126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 972.113 0.0017264 63.6498 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1030.53 0.00139309 52.6438 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 975.85 0.022653 72.1219 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1045.02 0.0984212 591.169 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 979.408 0.0118604 229.776 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1046.33 0.00510034 134.55 1 1 466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 983.029 0.00242424 11.8482 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1047.15 0.00303542 29.6846 2.393 0.2393 577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 985.136 0.00166704 66.7071 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1119.86 0.0348518 2680.13 0.2573 0.2573 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1174.12 0.00364117 407.961 1 1 118 599 1049.32 0.00365066 14.3278 0.9517 0.9517 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1154.67 0.00333364 107.278 1 1 235
899 985.616 0.00151701 56.9576 1 1 1021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1049.72 0.0108551 41.7934 1 1 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 988.191 0.000174966 36.1274 0.1513 1 1137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1194.81 0.00907495 159.939 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1093.83 0.000319041 63.3358 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1054.05 0.0039395 24.7237 0.8478 0.8478 912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1161.29 0.00120509 191.544 0.6443 0.6443 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1219.67 0.00304065 116.069 0.6848 0.6848 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 988.494 0.00274632 17.5216 1 1 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1096.55 0.00159127 27.5247 1 1 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1164.41 0.0477284 466.379 1 1 459 399 1229.52 0.0970665 182.953 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 989.115 0.0686006 485.996 1 1 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1054.51 0.0132106 333.29 1 1 1035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1231.36 0.0136162 71.3488 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1101.39 0.00163988 47.566 1 1 331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 990.127 0.000671759 43.9943 1 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1055.29 0.00118292 5.3089 1 1 1144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1167.2 0.00532636 108.026 0.4882 0.4882 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 990.282 0.000564684 33.691 1 1 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1233.42 0.00179384 375.925 0.6255 0.6255 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1104.66 0.00926464 97.1568 1 1 440
1099 1055.52 0.0100883 32.7201 1 1 1254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 990.924 0.000192769 23.1646 1 1 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1167.92 0.00035345 22.0186 1 1 685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1234.71 0.00111712 43.6405 0.2136 0.8242 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1108.46 0.0132416 45.2702 1 1 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1168.43 0.000166223 18.5806 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 991.085 3.70349e-06 6.41764 0.652 0.652 1798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1190.4 0.0104536 349.189 0.0944 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1055.72 0.000362198 23.0677 0.4853 0.4853 1366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 991.108 0.000120911 9.84812 1 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1110.94 0.0320298 208.268 1 1 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1235.56 0.00415371 205.904 0.5898 0.05898 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1168.81 0.00162959 19.0144 1 1 905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1055.76 0.000200947 3.7505 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1111.35 0.00252396 69.0721 1 1 768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1254.75 0.000623796 404.262 0.598 0.598 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1169.2 0.000560257 14.926 0.2937 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1055.87 0.000887164 8.75389 1 1 1577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1112.66 0.00367165 18.2125 1 1 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 991.269 0.00193837 16.009 0.8251 0.8251 2028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1236.09 0.00236002 60.7509 0.2953 0.2953 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1803 991.269 3.90386e-06 7.50201 2.551e-07 0.001 2074 LS failed, Hessian reset
99 1295.59 0.029663 332.565 0.9253 0.9253 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1169.43 0.000617367 17.7565 1 1 1121
1499 1055.91 0.00164149 36.1762 1 1 1686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 991.576 0.00235291 35.0782 1 1 2184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1113.58 0.00851485 86.0288 1 1 988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1317.32 0.0164174 780.875 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1528 1055.93 0.000138316 1.13866 0.4162 0.9811 1718
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 1267.54 0.0093917 819.22 0.2568 0.2568 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1236.83 0.00602634 59.357 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1016 1169.49 1.56959e-05 18.3452 1.883e-06 0.001 1180 LS failed, Hessian reset
199 1316.99 0.00625471 188.498 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
937 1115.09 6.95566e-06 12.1351 5.875e-07 0.001 1076 LS failed, Hessian reset
399 1275.55 0.0367876 214.605 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1115.57 0.00185105 56.3432 0.1642 0.1642 1142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1169.7 0.00122965 58.3278 1 1 1271
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1982 991.762 1.55229e-06 3.46661 7.035e-07 0.001 2338 LS failed, Hessian reset
199 1382.42 0.0063279 346.252 1 1 221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 991.775 5.42653e-05 4.04838 1 1 2359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1331.56 0.000279661 108.528 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1115.64 0.000968739 14.0492 1 1 1253
1099 1237.68 0.0189275 73.0165 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1290.02 0.00101222 27.6042 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 992.124 0.00154754 6.60475 1 1 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1169.82 0.000292085 21.6235 1 1 1375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1396.1 0.05214 136.005 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1353.32 0.00533602 490.201 1 1 436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 992.183 0.00823345 28.734 0.3484 1 2579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1291.47 0.00699768 95.5056 0.3714 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1239.15 0.0110161 110.63 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2242 992.339 1.30084e-05 16.3596 6.866e-07 0.001 2675 LS failed, Hessian reset
399 1403.94 0.0305535 336.819 1 1 445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1293.2 0.00395781 93.4852 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1170.26 0.00248799 193.124 0.4065 0.4065 1487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1239.55 0.000740914 25.5072 0.5729 0.5729 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1115.95 0.000186557 5.58127 0.6213 0.6213 1364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1358.99 0.00331245 48.5794 1 1 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 992.57 0.000123548 18.7834 0.3064 0.3064 2741
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1116.03 7.96005e-05 9.08327 1 1 1472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1293.87 0.016036 99.4224 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1239.95 0.00232381 19.3906 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1170.78 5.51497e-05 18.7617 0.1564 1 1600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1410.96 0.0111807 768.423 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 992.622 0.000353918 30.538 0.4549 0.4549 2857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1116.11 0.000106686 6.88733 1 1 1583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1240.02 0.00916494 20.5491 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1362.27 0.00624758 104.922 1 1 651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1170.94 0.000151759 19.264 0.3131 1 1713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 992.912 0.00153547 5.74057 1 1 2976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1296.02 0.00934024 98.4322 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1116.48 0.00112469 22.2459 1 1 1695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1426.43 0.00593811 210.016 0.3064 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1170.99 0.0012025 14.3359 1 1 1822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 993.04 0.0127687 10.8562 1 1 3085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1240.37 0.00108803 107.369 0.2588 0.2588 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1367.98 0.0123833 156.465 0.8675 0.8675 760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1643 1171.01 3.34852e-06 3.72388 2.242e-07 0.001 1909 LS failed, Hessian reset
1599 1116.67 0.000934996 22.9318 0.7678 0.7678 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2696 993.387 0.000134152 77.0787 2.855e-06 0.001 3226 LS failed, Hessian reset
2699 993.391 3.48908e-05 10.911 1 1 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1171.05 0.00030133 14.6402 1 1 1968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1240.45 0.000860172 8.86702 1 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1299.19 0.0029303 19.8255 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1432.83 0.0679331 378.879 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1371.46 0.000493633 64.3089 1 1 867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 993.639 0.0241622 244.937 1 1 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1116.82 0.00176199 78.2749 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1240.58 0.00768699 59.67 1 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1300.35 0.0187379 123.939 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1171.12 0.000422266 3.11729 0.9233 0.9233 2077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1443.83 0.0207385 599.678 1 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 994.008 0.000292372 8.75244 0.2895 0.2895 3466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1375.01 0.00142697 72.3259 1 1 973
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1117.26 0.000329721 8.25855 1 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1171.21 0.0106475 81.3233 0.2524 1 2205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1119 1300.53 5.66215e-06 12.5648 2.111e-07 0.001 1330 LS failed, Hessian reset
899 1447.21 0.00575129 82.956 1 1 995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1241.85 0.00950076 156.537 0.6845 0.6845 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1117.52 0.000782088 29.7697 0.882 0.882 2135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1301.51 0.0031353 65.6727 1 1 1415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1242.12 0.0111265 87.4487 1 1 2241
2999 994.416 0.0396584 80.6621 1 1 3589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1375.83 0.000945384 61.2573 0.9713 0.9713 1077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1171.37 0.00033282 5.1819 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1448.51 0.00417948 89.4204 0.3323 1 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3071 994.743 4.7903e-06 9.71358 2.513e-07 0.001 3704 LS failed, Hessian reset
2029 1242.16 4.55896e-06 11.5069 4.553e-07 0.001 2326 LS failed, Hessian reset
1299 1302.37 0.00766115 85.2164 1 1 1522
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 994.793 0.00170838 67.0406 1 1 3734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1117.61 0.00425051 32.0934 1 1 2243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1378.31 0.000671226 42.9573 0.8569 0.08569 1183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1449.49 0.000510846 23.1888 1 1 1213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3131 994.878 6.53132e-06 13.5605 5.427e-07 0.001 3823 LS failed, Hessian reset
2099 1171.4 0.000195917 12.431 0.09183 1 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1242.53 0.000457487 110.58 0.1645 1 2404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1303.17 0.000108699 18.0128 1 1 1633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 994.962 0.00264029 171.486 0.1811 1 3904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1118.06 0.0100951 45.4625 1.612 0.1612 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1378.94 0.000268542 13.4685 1 1 1294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3226 994.995 7.64459e-06 15.7193 2.942e-07 0.001 3976 LS failed, Hessian reset
2199 1242.78 0.000230346 9.8339 1 1 2514
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1118.43 0.00119515 25.792 0.6699 0.6699 2463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1450.66 0.00101535 46.4207 1 1 1320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2163 1171.4 9.76572e-06 8.40066 1.033e-06 0.001 2555 LS failed, Hessian reset
2199 1171.41 4.16101e-05 8.05736 0.3845 1 2595
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1303.5 0.0379375 142.027 1 1 1748
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1118.58 0.0024638 21.268 1 1 2568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1451.56 0.000746331 23.2351 1 1 1432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1379.82 0.00100295 50.1721 1 1 1404
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3282 995.112 5.52387e-06 12.1854 3.252e-07 0.001 4086 LS failed, Hessian reset
2299 1242.87 0.00080818 16.6352 1 1 2626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 995.135 3.71037e-06 3.49327 0.8538 0.8538 4104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1171.41 0.000165261 17.8715 0.465 1 2708
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1118.64 0.000205744 14.6929 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1243.13 0.00298028 41.4951 1 1 2737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1380.54 0.00139854 24.8169 1 1 1514
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1303.93 6.87844e-05 17.5318 0.9723 0.9723 1858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1118.78 3.74998e-05 5.48673 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1380.72 0.000116373 61.1523 0.5834 0.5834 1620
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2370 1171.42 6.9663e-06 8.51881 2.247e-07 0.001 2831 LS failed, Hessian reset
2540 1118.81 4.77783e-06 12.0323 4.416e-07 0.001 2892 LS failed, Hessian reset
1399 1452.09 0.0101822 37.9257 1 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 995.149 0.00037138 24.8658 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2478 1243.31 6.07529e-06 10.8641 8.236e-07 0.001 2868 LS failed, Hessian reset
2499 1243.33 0.000774535 61.7748 0.301 0.301 2891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1118.85 0.000515642 14.797 1 1 2957
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1171.42 0.000139058 6.72387 1 1 2866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1453.17 0.000156962 38.3234 1 1 1657
1699 1304.1 0.000366061 17.7409 1 1 1970
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1243.55 0.0110179 116.504 1 1 3005
1599 1381.79 0.0162467 26.6543 1 1 1732
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3487 995.247 2.66517e-05 32.8308 8.196e-07 0.001 4362 LS failed, Hessian reset
3499 995.25 0.00133469 46.7299 1 1 4374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2676 1118.9 0.00014807 2.02651 0.8876 0.8876 3043
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1304.64 0.00138838 19.3769 0.6392 0.6392 2079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2459 1171.43 6.90971e-06 14.7626 3.738e-07 0.001 2990 LS failed, Hessian reset
2499 1171.44 3.3408e-05 4.8455 0.9174 0.9174 3030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1243.68 0.000534532 24.4916 1 1 3115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3548 995.287 4.34189e-06 7.49091 2.212e-07 0.001 4477 LS failed, Hessian reset
1899 1305.35 0.00203589 57.6917 1 1 2187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2521 1171.44 2.18048e-06 1.47566 0.2061 1 3060
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1599 1453.53 0.017801 331.712 1 1 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1243.74 3.26134e-05 9.98924 1 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1382.81 0.00103501 13.4202 1 1 1839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3594 995.316 3.0792e-06 5.17753 1.567e-06 0.001 4591 LS failed, Hessian reset
3599 995.317 0.000589483 18.1205 1 1 4597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1306.96 0.000171105 14.0607 1 1 2295
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1383.58 0.00132972 18.1522 1 1 1951
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1454.02 0.000933454 68.3301 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1243.78 0.000206695 6.87867 0.9719 0.9719 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3649 995.326 2.62547e-06 4.13003 2.136e-07 0.001 4726 LS failed, Hessian reset
2099 1307.85 0.00091861 35.0561 1 1 2403
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 995.344 8.71758e-05 4.4089 0.2564 1 4787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1454.25 0.00125088 29.1859 1 1 1987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1384.2 0.00335742 68.6492 1 1 2065
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3715 995.345 2.61032e-06 1.92156 1 1 4815
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 1307.97 0.00566023 81.8553 1 1 2511
2999 1244.25 0.0860703 164.717 0.5623 1 3443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1384.46 0.00221536 54.7807 1 1 2181
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1454.43 0.000408106 14.1445 1 1 2095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1244.32 0.000136987 16.8173 0.127 1 3563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1308.48 0.00586144 15.4419 1 1 2625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1454.54 0.000291091 12.841 0.3861 0.03861 2208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2399 1308.66 0.00538162 82.578 1 1 2737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1244.5 0.00498138 24.5547 1 1 3677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1384.84 0.000752905 29.4886 0.5807 0.5807 2293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1244.63 0.0021069 19.881 1 1 3790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1455.12 0.00151095 39.0336 1 1 2322
2186 1384.95 7.4161e-05 5.34376 0.9953 0.9953 2395
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 1308.95 0.0004759 4.89361 1 1 2850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1244.77 3.3723e-05 3.57083 1 1 3904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1309.05 0.000253318 49.7984 0.1617 0.1617 2955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1456.13 0.00196972 56.6554 0.869 0.869 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3466 1244.94 1.23691e-05 23.0562 6.212e-07 0.001 4024 LS failed, Hessian reset
2699 1309.1 0.000525998 14.7221 0.8846 0.8846 3069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1244.99 0.00190103 19.8456 1 1 4058
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1456.53 0.0068745 33.816 1 1 2537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1456.88 0.00469179 20.1666 1 1 2648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1309.15 0.00039194 42.9425 0.2047 0.2047 3183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1245.08 0.000267477 12.5401 1 1 4171
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1309.18 2.73761e-05 4.08687 1 1 3294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1245.13 0.00177268 31.527 1 1 4275
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1456.91 0.00197435 28.7351 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1245.27 0.00343308 16.8649 1 1 4390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3806 1245.28 4.03645e-05 2.69772 1 1 4398
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 1309.21 0.00231448 30.1618 0.9962 1 3401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1457.1 9.45774e-05 7.35486 1 1 2866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1309.25 0.000750691 12.4577 1 1 3516
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1457.18 0.000284246 10.2095 0.8682 0.8682 2987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1457.48 0.133887 138.635 1 1 3098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1309.3 0.00276541 26.1028 0.8262 0.8262 3640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3256 1309.32 1.89214e-06 5.05874 2.088e-07 0.001 3760 LS failed, Hessian reset
2899 1457.61 0.000133619 8.30964 1 1 3208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1309.34 0.000831874 33.6346 1 1 3809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1457.67 1.40773e-05 6.81634 1 1 3323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3338 1309.35 2.09076e-06 5.02576 2.015e-07 0.001 3907 LS failed, Hessian reset
3381 1309.36 4.49764e-06 1.69746 1 1 3954
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 1457.74 0.000659234 17.7502 1 1 3434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1457.8 0.00222805 34.0386 0.3382 1 3552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3204 1457.81 2.31816e-05 8.87771 1.948e-06 0.001 3609 LS failed, Hessian reset
3299 1457.88 6.62774e-05 5.8746 1 1 3715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3398 1457.97 1.49451e-05 2.60523 0.3064 1 3825
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1350.64 0.0273333 637.193 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1382.94 0.00197162 104.632 0.7233 0.7233 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1432.93 0.0170841 874.09 0.8845 0.8845 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1458.58 0.00173983 251.375 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1488.49 0.065818 503.014 0.9877 0.9877 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1495.42 0.00078919 51.8475 0.9567 0.9567 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1503.32 0.00969866 378.585 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1510.49 0.00252935 95.6999 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1512.3 0.000604519 113.177 0.6489 0.6489 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1515.31 0.00216768 79.0804 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1516.32 1.82303e-05 16.9486 1 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1517.38 0.0387029 582.717 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1390.76 0.0158997 890.467 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1416.57 0.135021 902.669 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1518.24 0.00121592 22.8154 1 1 1432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1441.66 0.00253575 354.972 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1487.54 0.0128843 228.102 0.8557 0.8557 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1518.65 0.000412341 14.3678 1 1 1544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1452.09 0.00895924 374.061 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1515.31 0.0239161 724.582 1 1 326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1519.71 0.000532771 27.0109 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1486.22 0.0717771 1307.01 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1552.16 0.0789722 1191.62 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1498.59 0.0134423 577.965 0.1786 0.01786 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1521.18 0.00292227 36.2493 1 1 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1541.44 0.00212488 202.654 0.6445 0.6445 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1515.97 0.0100662 591.992 0.3571 0.3571 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1589.19 0.0229002 1088.02 0.2852 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1554.71 0.0188612 179.301 1 1 550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1521.31 0.0038873 36.9834 1 1 1880
399 1620.47 0.00850297 249.141 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1525.52 0.00848505 425.409 0.5288 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1574.85 0.0132396 219.374 0.7108 0.7108 655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1529.88 0.0132563 292.182 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1521.94 0.0266837 59.249 1 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1539.98 0.00873969 335.903 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1641.97 0.039339 532.883 1 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1453.07 0.0321208 579.697 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1579.65 0.000925871 89.8896 1 1 768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1522.5 0.0454131 238.715 1 1 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1623.61 0.00324465 182.482 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1659.28 0.00147125 328.733 0.4555 0.4555 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1581.77 0.000866195 24.4433 1 1 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1550.14 0.00158163 78.2646 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1522.63 0.0117494 42.1685 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1522.73 0.000600377 14.9736 1 1 2321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1584.47 0.00176708 153.57 0.3738 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1661.67 0.00969739 294.351 1 1 796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1557.96 0.00855563 414.274 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1522.81 0.0065824 76.8679 1 1 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1643.85 0.00770439 647.977 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1588.9 0.0360107 339.202 1 1 1100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1563.11 0.00925681 266.485 0.4153 0.4153 1216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1674.33 0.0409199 332.606 0.5186 1 915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1654 0.00168692 214.543 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1523.41 0.000763057 74.6712 1 1 2541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1599.84 0.00496001 138.489 1 1 1212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1677.33 0.00162513 144.152 1 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1571.63 0.00800848 174.225 0.6064 0.6064 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1698.68 0.0658711 185.663 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1606.11 7.02121e-05 41.6208 1 1 1323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1678.98 0.00469645 97.448 1 1 1131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1523.74 0.000239594 11.0622 0.7618 0.7618 2646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1573.79 0.0010295 50.707 1 1 1434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1575.35 0.00317824 143.059 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1608.37 0.0772135 146.935 1 1 1429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1523.84 0.0135105 56.0736 1 1 2757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1710.1 0.000235327 114.786 0.2671 0.2671 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1680.05 0.00224689 57.2091 1 1 1240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1574.46 0.000702317 17.5281 1 1 1543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1635.72 0.0105451 868.997 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1642.33 0.0154533 268.091 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1524.37 0.00985293 83.1865 0.5097 1 2870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1727.62 0.00195947 228.029 0.9213 0.9213 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1681.6 0.00500751 49.5769 0.7076 0.7076 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1576.05 0.0232426 117.626 1 1 1650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1609.73 0.00843826 90.9425 1 1 1541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1741.34 0.0107734 462.701 0.8782 0.8782 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2628 1524.64 8.01959e-06 26.1845 3.253e-07 0.001 2956 LS failed, Hessian reset
799 1743.45 0.0134584 253.784 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1714.41 0.0445409 444.702 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1684.46 0.0103484 60.0521 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1610.29 0.00141552 39.8644 1 1 1646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1786.19 0.00214628 895.75 0.2653 0.2653 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1576.74 0.0052677 37.2995 1 1 1759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1525.04 0.000456535 20.0919 1 1 3032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1746.71 0.0022822 81.1248 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1611.02 0.000711968 50.3123 1 1 1755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1813.04 0.0282641 347.737 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1736.18 0.0343363 475.158 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1578.25 0.000729749 110.845 1 1 1871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
2799 1525.23 0.00390286 59.7028 1 1 3143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1687.22 0.0144352 119.494 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1525.34 8.84374e-05 21.5941 1 1 3249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1753.31 0.102843 1022.2 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1749.38 0.00794169 72.2361 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1830.96 0.0122916 665.358 0.2469 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1579.09 0.00333443 118.958 1 1 1980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1611.31 0.00171134 194.895 0.4459 1 1866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1525.44 0.00100446 151.839 0.6129 0.6129 3356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1713.21 0.0176552 1499.03 0.6816 0.6816 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1689.56 0.000468326 17.3688 0.9487 0.9487 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1767.51 0.00146228 68.5914 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1749.94 0.000810521 133.025 0.2884 0.2884 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1525.65 0.000394517 51.379 0.3261 0.3261 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1690.92 0.109029 396.157 1 1 1785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1579.44 0.000563299 41.1756 1 1 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1611.72 0.00100557 179.139 0.05881 1 1980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1865.33 0.0215566 290.836 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1844.96 0.0599414 1243.37 0.3159 1 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1750.64 0.00314027 98.8058 0.3641 0.3641 1327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1692.73 0.0109217 303.624 1 1 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1525.72 0.000398569 15.8876 0.6099 0.6099 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1579.69 0.00015841 23.6114 0.6386 0.6386 2206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1620.03 0.00205616 301.238 1 1 2094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1774.71 0.0464215 931.483 1 1 783
699 1877.09 0.000394789 127.172 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1751.49 0.00177796 114.069 0.2929 1 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1891.2 0.0161282 472.674 0.1444 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1694.44 0.00924411 366.675 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1621.03 0.000445226 166.624 0.3687 0.3687 2203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1580.28 0.00274189 152.121 0.2859 1 2313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1525.82 0.00014448 27.6541 0.183 0.183 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1794.76 0.00203431 86.3294 1 1 891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3336 1525.83 4.8091e-06 2.28705 1 1 3723
Optimization terminated normally:
399 1901.03 0.00154919 160.452 0.754 0.754 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Convergence detected: relative gradient magnitude is below tolerance
1399 1753.09 0.000773815 111.22 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1694.76 0.0256724 268.271 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1882.03 0.0149653 983.682 0.3464 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1580.6 0.0105393 69.42 1 1 2419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1621.53 0.0015781 50.2759 1 1 2309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1800.04 0.00873599 210.849 0.8207 0.8207 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1917.83 0.00353113 279.302 1 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1695.58 0.00596647 161.739 1 1 2225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1580.92 0.000688671 27.9993 1 1 2531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1888.08 0.0263577 552.335 1 1 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1621.99 0.00358954 68.7314 1 1 2423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1696.13 0.000807395 15.9185 1 1 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1809.75 0.0104809 103.503 0.4751 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1581.15 0.000462656 48.7874 0.1544 0.1544 2642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1958.01 0.0186302 346.875 1 1 678 1499 1754.54 0.00393381 130.539 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1581.26 0.000181114 47.4195 0.9214 0.9214 2750
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1895.56 0.00866137 404.382 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1622.97 0.00116997 120.756 0.1791 0.9401 2529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1968.12 0.00453672 460.486 0.2413 0.2413 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1817.23 0.00234657 141.088 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1757.9 0.00282631 281.744 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1696.25 0.00369793 61.3181 0.5274 0.05274 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1581.37 0.000312618 103.232 0.2618 0.2618 2858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1906.77 0.00554617 537.608 0.5416 0.5416 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1623.22 0.000162358 29.4384 0.7583 0.7583 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1819.24 0.000930153 274.61 0.1506 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1758.64 0.000360624 47.3311 0.8005 0.8005 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1974.01 0.00732854 202.78 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1696.42 0.000358392 11.1399 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1623.9 8.35759e-05 41.8832 1 1 2749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1909.84 0.000766484 161.602 1 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1581.61 0.00123985 41.628 1.783 0.1783 2968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1821.77 0.000214791 32.9501 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1758.76 0.00058007 13.4085 1 1 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1980.36 0.0244002 408.617 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1624.1 0.000317904 22.4668 1 1 2857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1696.57 0.000628687 57.9505 1 1 2674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1582.5 6.41908e-05 11.2676 1 1 3078
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1824.73 0.0151435 131.526 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1624.31 0.00251052 226.376 0.6145 0.6145 2969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1914.14 0.00535613 278.458 0.7842 0.7842 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1582.65 0.000102843 9.14627 0.8269 0.8269 3195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1696.63 0.000893745 44.716 1 1 2786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1826.92 0.00145215 64.5637 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1759.02 0.000998327 93.2359 0.9662 0.9662 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1986.05 0.00196376 62.1671 0.6343 0.6343 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1929.38 0.00498079 209.284 1 1 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1624.38 0.00171206 65.1877 1 1 3076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1759.37 0.0156818 59.0414 1 1 2231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1697.59 0.00655425 37.2145 0.2304 0.7761 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1582.71 0.000278998 4.80851 1 1 3304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1624.45 0.00272122 87.0034 0.9089 0.9089 3183
1099 1989.9 0.0014089 432.954 0.252 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1827.7 0.000265615 37.9872 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1935.21 0.000326128 69.0893 1 1 1677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1759.76 0.00124813 76.4925 0.498 1 2342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1697.87 1.46137e-05 8.37186 1 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1624.68 0.00265101 51.6323 0.7593 0.7593 3296
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1582.73 0.000158485 11.8275 1 1 3412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1991.1 0.000809153 158.878 0.3851 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1829.49 0.00487645 99.4572 1 1 1901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1759.83 0.000327831 21.5027 1 1 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1582.82 0.00339116 34.1507 1 1 3524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1936.87 0.0218152 415.392 1.385 0.1385 1794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1697.96 0.000647136 18.679 1 1 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1996.06 0.0236905 526.907 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1583.15 0.0140238 94.2379 1 1 3633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1831.6 0.00857478 292.254 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3090 1625.46 6.51148e-06 19.3214 1.888e-07 0.001 3455 LS failed, Hessian reset
1699 1937.5 0.0022344 214.285 0.6721 0.6721 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1625.47 0.000437644 120.45 0.7451 0.7451 3465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1698.31 0.00162752 38.3887 1 1 3236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1759.9 0.00134492 110.974 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1583.22 0.00232535 5.42912 1 1 3745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1698.45 0.000462107 125.166 0.1301 1 3348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1583.32 0.000933613 35.569 1 1 3850
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2000.46 0.00504378 562.433 0.5486 0.5486 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1832.16 0.00369416 454.363 1 1 2121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1938.68 0.00195104 165.163 0.3599 1 2023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1625.74 0.000375921 17.7345 1 1 3576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1760.44 0.00292742 35.7941 1 1 2682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1583.6 0.0034574 34.2 1 1 3958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1698.65 0.00266407 17.4267 1 1 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1625.82 0.000381629 42.6291 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2006.82 0.0162201 244.103 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1832.47 0.000406087 69.2545 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1939.29 0.00043039 60.0414 0.5017 0.5017 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1698.71 0.000180927 5.99797 1.971 0.1971 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1583.88 0.000549341 26.0842 1 1 4064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1760.66 0.028846 199.695 1 1 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1625.88 0.000134133 10.9547 1 1 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1833.19 0.000923359 172.543 0.2816 0.02816 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2011.72 0.00232082 565.444 0.1277 0.1277 1775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1625.93 0.00108661 59.0177 0.2019 1 3910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1939.88 0.000144654 25.3079 1 1 2244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1698.83 0.011418 63.6956 1 1 3687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1583.99 0.00966643 119.165 0.4859 1 4174
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2012.42 0.000278784 241.49 0.2019 0.2019 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1834.29 0.00799193 67.3567 1 1 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1626 0.00126188 42.6715 1 1 4016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1760.73 2.46049e-05 4.841 1 1 2912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1584.09 0.00015822 93.8774 0.4504 0.4504 4285
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2013.28 0.00026178 69.9571 1 1 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1940.23 0.00464109 89.5123 1 1 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1834.8 0.000839421 67.2576 1 1 2570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1626.08 0.000325611 33.9743 1 1 4126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1699.07 0.000248179 29.5703 1 1 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1760.9 0.0280108 182.803 1 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1584.1 5.1591e-05 25.8928 0.1371 0.1371 4395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1941.32 0.00196961 54.53 1 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2013.83 0.00404232 124.72 1 1 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1699.33 0.000176334 23.8577 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1835.11 6.55948e-05 29.566 0.1564 0.1564 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1584.14 5.4745e-05 37.9812 0.1835 1 4506
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1626.11 0.000689404 37.4083 1 1 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1761.13 0.00232711 42.4383 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1942.34 0.000124591 31.5568 1 1 2581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1584.18 0.000417351 17.1017 1 1 4614
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2014.44 0.00298163 59.691 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1835.32 0.000142271 14.6238 0.9537 0.9537 2790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1626.13 0.000285465 11.2466 1 1 4347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1761.19 0.000889511 36.8396 0.6889 0.6889 3238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2921 1761.19 0.000221645 3.6496 1 1 3260
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 1699.48 0.00410022 23.2281 1 1 4026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1584.25 0.00105157 10.0541 1 1 4729
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2015.81 0.000399653 26.5958 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1835.72 9.70402e-05 30.3234 1 1 2897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1942.96 0.000604724 98.1715 1 1 2693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1699.56 0.00073413 15.1938 1 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1626.19 0.000865981 7.40822 1 1 4454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1584.26 0.00208913 42.5751 1 1 4838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1943.3 0.00419741 247.403 1 1 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1836.05 0.00861952 139.014 0.9546 0.9546 3006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1699.6 0.000114061 31.8626 0.6952 0.6952 4243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2016.23 0.000563123 95.056 0.5148 0.5148 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1626.33 0.00160699 20.0248 1 1 4565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4485 1584.29 3.9042e-05 2.48955 1 1 4930
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 1836.14 0.000482847 41.7593 1 1 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1699.65 0.000202556 6.41855 1 1 4352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1943.61 0.00780368 129.313 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1836.22 5.72815e-05 16.3157 1 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1626.69 0.00413781 63.326 1 1 4674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2019.46 0.0130581 62.8074 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1699.84 0.00119824 89.0935 1 1 4462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1626.92 0.000778892 22.2323 1 1 4780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1944.7 0.00176696 48.9566 1 1 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1836.3 0.000270304 40.0993 1 1 3340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1701.38 0.178468 217.292 1 1 4573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2021.63 0.00206963 122.242 1 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1944.8 0.000856155 35.6983 1 1 3132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1626.95 0.000771481 35.2071 0.4357 1 4886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4434 1626.96 6.77418e-06 2.36148 0.7785 0.7785 4925
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 1836.41 0.00109078 107.721 0.5761 0.5761 3450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2022.11 0.00561695 35.9487 1 1 2776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1701.69 0.00286836 131.179 0.2854 1 4692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1836.55 0.00112138 14.8495 1 1 3562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1945 0.00125827 44.9891 1 1 3243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2022.29 0.00337098 24.9099 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1701.93 0.0030692 33.8745 0.6042 0.6042 4804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1836.7 0.000826786 51.1648 1 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1945.21 0.000143249 18.6107 1 1 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1702.05 0.00044505 26.5606 1 1 4914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2022.34 0.00127161 46.5116 1 1 2997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1836.77 0.00235114 123.254 1 1 3781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1702.23 0.0014317 35.609 1 1 5021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1945.31 0.000924736 44.0976 1 1 3461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1836.85 0.00565164 61.6443 1 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4573 1702.25 0.000120863 1.92384 1 1 5103
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 2022.58 0.000301256 23.7238 0.3838 0.3838 3110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1836.9 0.000103128 6.84775 1 1 3999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1945.47 0.00238689 145.305 0.3958 1 3571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2022.63 0.000134185 31.8565 0.205 0.205 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1836.94 0.00226759 35.5853 1 1 4116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1946.03 0.0277861 507.389 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2023.36 0.0116227 74.1557 1.207 0.1207 3345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1947.18 0.00447636 48.3535 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1837.02 0.00249996 48.9203 1 1 4233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2024.25 0.0270182 489.661 10 1 3456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1947.33 0.000264025 102.781 0.8657 0.8657 3910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1837.26 0.00490296 120.5 1 1 4349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2025.05 0.000409069 67.2846 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1837.83 0.0173805 190.633 1 1 4459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1947.48 1.60176e-05 10.7322 0.595 0.595 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2025.31 7.5881e-05 10.7775 1 1 3675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1839.14 0.00031118 22.9416 1 1 4572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1947.6 0.000329632 43.3168 1 1 4135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2025.4 0.00282503 49.8726 1 1 3784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1947.65 0.000167303 10.5461 1 1 4252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1839.24 0.0226749 126.889 1 1 4687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2025.51 8.70407e-05 21.7511 0.1415 0.1415 3905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1947.7 0.00169513 17.4363 1 1 4368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1839.5 0.0014023 82.0453 0.1652 0.1652 4801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2025.57 0.000804407 35.4806 0.8256 0.08256 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1947.74 0.00195536 7.22955 1 1 4487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1839.74 0.00373193 49.8628 1 1 4914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2025.62 0.000249683 10.6732 1 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1839.89 0.000372715 14.1552 1 1 5020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1947.94 0.000819802 8.1498 0.9044 0.9044 4593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2025.67 0.00108949 13.6818 1 1 4244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1947.97 0.00064365 32.7538 1 1 4700
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1840.08 0.000659627 44.4215 0.3087 0.3087 5130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2025.71 5.49134e-05 10.2148 1 1 4354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1948.13 0.000696516 47.6881 1 1 4813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1840.13 0.000403384 46.506 0.3619 0.03619 5240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2025.82 0.00286567 58.0014 1 1 4463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1948.27 0.000804028 23.9046 1 1 4925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1840.15 2.8214e-05 3.48431 0.847 0.847 5355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2026.53 0.0519715 129.038 0.9 0.9 4575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1948.47 0.00150944 11.4634 1 1 5040
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1840.22 0.00307596 228.723 0.2592 1 5466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1948.53 0.000223191 25.9774 1 1 5150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2026.95 0.00112334 90.2001 1 1 4687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1840.61 0.0104869 51.4508 1 1 5578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1813.22 0.0330701 2026.07 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1948.58 0.00289229 90.7685 1 1 5257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 1840.83 0.00015033 58.3504 0.4695 0.4695 5689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2027 0.000312048 18.4324 1 1 4802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1913.42 0.0582411 2157.68 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 1841.05 0.00509771 66.4278 1 1 5803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1948.63 0.000967016 9.60742 1 1 5368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2027.09 0.000124701 14.6914 0.9971 0.9971 4922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1955.78 0.0880857 1852.46 0.4251 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 1841.1 0.00170763 65.6603 0.9507 0.9507 5910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4886 1948.63 7.64249e-05 3.87725 1 1 5462
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5344 1841.11 3.89739e-05 1.83612 1 1 5965
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4499 2027.14 7.15056e-05 18.5968 1 1 5033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1974.06 0.00438005 135.095 0.5727 0.5727 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2027.18 2.01752e-05 17.3936 1 1 5139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1992.34 0.0222239 1545.39 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2027.21 8.3181e-05 8.74754 1 1 5250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4708 2027.21 2.75556e-05 4.80761 0.9711 0.9711 5259
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
599 2013.87 0.0467539 686.481 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2045.87 0.0754667 1043.03 0.8909 0.8909 767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2055.72 0.00652645 342.841 0.95 0.95 875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2064.04 0.00346573 385.419 1 1 986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2070.52 0.00577438 119.544 1 1 1100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2075.31 0.00726559 110.847 1 1 1203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2082.02 0.00205205 441.056 1 1 1313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2090.85 0.00235039 157.143 1 1 1422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2094.77 0.0351867 285.053 1 1 1540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2101.9 0.00306466 131.796 0.8837 0.8837 1649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1831.38 0.147321 5561.26 0.9166 0.9166 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2106.44 0.0137082 549.901 0.2997 1 1771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1947.6 0.0274236 717.788 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2111.5 0.00629646 45.4697 1 1 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1922.24 0.0195296 1938.85 0.4761 0.4761 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2112.24 0.0168934 183.143 1 1 1993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1983.67 0.00148322 110.044 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1997.6 0.0276925 956.542 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2112.7 0.00188511 32.5073 0.8914 0.8914 2100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2036.52 0.0460771 476.478 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2071.21 0.103514 812.423 3.713 0.3713 348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2112.94 0.00211914 98.4365 1 1 2210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2059.37 0.00399238 137.218 1 1 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2104.46 0.00347072 547.547 0.1712 1 472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2115.19 0.000793186 29.5425 0.6579 0.6579 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2064.84 0.00112044 121.632 0.3108 0.3108 689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2114.45 0.00118458 161.71 1 1 587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2117.12 0.00408744 113.85 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1995.44 0.0709721 1081.24 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2128.7 0.089756 609.881 1 1 695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2069.4 0.00720672 70.9881 1.084 0.1084 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2118.52 0.0895314 457.243 1 1 2539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2082.53 0.130217 1354.67 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2176.5 0.0105519 411.001 1 1 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2093.6 0.00447227 1215.8 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2123.1 0.0214067 534.115 2.181 0.2181 2652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2117.82 0.0046033 849.73 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2184.33 0.00430558 157.721 0.7104 0.7104 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2125.45 0.0245607 699.719 0.4495 1 2763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2101.25 0.000468299 51.1343 1 1 1023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2063.53 0.0236444 1954.78 0.5993 0.5993 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2193.54 0.00411055 65.9758 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2130.17 0.144077 442.358 1.158 0.1158 2876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2184.45 0.0482066 792.59 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2104.56 0.00440633 209.018 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2133.54 0.0137694 739.39 0.4709 0.4709 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2132.13 0.0020227 149.806 0.8877 0.8877 2995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2204.41 0.00566791 153.716 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2215.86 0.00697679 228.933 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2118.67 0.0399668 88.4128 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2203.98 0.0202417 967.145 1 1 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2213.18 0.00041316 99.0164 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2133.04 0.00264688 40.5536 1 1 3102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2232.9 0.0013863 364.372 0.293 0.293 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2121.47 0.00495326 47.6754 1 1 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2225.9 0.0359766 493.169 0.343 1 437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2133.43 0.00729101 157.135 0.8502 0.8502 3210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2219.65 0.000277866 58.0673 1 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2243.9 0.016626 1099.2 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2224.11 0.00291899 1290.8 0.6032 0.6032 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2134.25 0.00318239 252.882 1 1 3324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2122.99 0.00471706 252.463 1 1 1467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2242.18 0.0466641 875.237 1 1 546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2268.2 0.0145939 429.124 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2244.57 0.0184053 600.743 0.74 0.074 1565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2134.46 2.16326e-05 50.1489 0.6217 0.6217 3434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2124.7 0.000302373 32.3684 1 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2260.28 0.000349627 111.255 1 1 658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2276.05 0.0456293 784.961 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2134.6 0.000454709 20.354 1 1 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2249.99 0.0132535 234.588 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2273.85 0.00127906 66.7514 0.3916 0.886 767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2125.43 0.00589386 171.874 1 1 1689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2281.82 0.0128832 214.839 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2255.97 0.0018254 657.239 0.2245 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2134.73 0.00210504 436.233 0.2007 0.2007 3661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2127.82 0.00170716 195.172 1 1 1799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2283.14 0.0347878 863.309 1 1 876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2290.02 0.00610773 359.532 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2257.82 0.00218673 135.038 0.3294 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2135.1 0.00097431 22.0917 1 1 3769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2134.75 0.0109086 82.3698 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2311.16 0.00282134 498.696 0.5853 0.5853 1336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2323.43 0.0106805 538.052 1 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2135.25 0.000487574 14.8549 1 1 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2262.73 0.0111376 741.949 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2135.76 0.00115682 57.1782 0.9271 0.09271 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2313.15 0.00238624 127.657 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2135.52 0.00134064 93.9452 0.4635 0.4635 3995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2277.2 0.00549865 235.375 1 1 2133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2342.62 0.0285027 922.819 1 1 1098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2136.28 0.000164795 102.269 0.6709 0.6709 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2317.12 0.00606098 231.926 0.2216 1 1552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2135.62 0.00024792 26.532 1 1 4111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2284.71 0.000148826 242.642 0.2468 1 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2356.92 0.0076478 313.284 1 1 1208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2324.79 3.96272e-05 35.2948 1 1 1665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2285.39 0.00217806 187.419 1 1 2357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2136.55 0.000561026 125.161 1 1 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2135.72 3.38238e-05 15.2569 1 1 4222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2360.27 0.000913284 116.995 0.2943 1 1321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2326.93 0.00278327 272.079 0.7079 0.07079 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2135.78 0.000132357 11.3606 1 1 4334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2136.89 0.000378162 178.756 0.03172 1 2345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2285.99 0.000440334 113.983 1 1 2463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2330.06 0.00323376 199.759 1 1 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2366.33 0.00859026 120.742 4.392 0.4392 1434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3974 2135.8 2.55814e-05 4.78722 1 1 4416
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 2137.12 0.00934242 433.623 1 1 2453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2118.4 0.0343552 976.728 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2286.77 0.00028522 139.729 0.1445 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2333.33 0.00252944 245.384 1 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2191.47 0.0862843 2334.72 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2372.78 0.00163765 65.5877 1 1 1548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2287.48 0.00566911 61.0924 1 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2181.2 0.0253744 654.187 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2138.03 0.00953328 162.13 1 1 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2334.78 0.000688443 113.599 1 1 2102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2377.5 0.0120593 301.253 0.792 0.792 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2267.3 0.00113627 236.451 0.5383 0.5383 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2138.71 0.000853158 64.2063 1 1 2674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2287.86 5.56145e-05 64.6266 0.328 0.328 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2383.52 0.00105601 119.939 0.7854 0.7854 1769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2340.25 0.0150829 372.175 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2270.16 0.0355513 384.967 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2138.96 0.00065531 42.8288 1 1 2783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2309.21 0.0760066 1367.95 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2234.05 0.0324985 429.326 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2347.54 0.00179449 54.6096 1 1 2317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2288.27 0.000263812 62.778 0.6168 0.6168 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2390.25 0.000139932 102.026 0.7269 0.7269 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2139.07 0.000446043 27.9534 1 1 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2304.94 0.00171074 92.2727 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2370.9 0.000338307 134.345 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2288.35 0.000223046 30.6613 1 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2325.24 0.00277643 179.485 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2351.2 0.00195381 202.036 1 1 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2139.27 0.0120896 168.83 1 1 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2391.32 0.00358663 115.078 1 1 1997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2394.74 0.00209303 300.936 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2289 0.000201263 24.5628 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2314.24 0.0136582 205.059 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2367.91 0.0895253 1315.87 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2358.73 0.00179272 85.8886 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2139.6 0.00363163 162.05 1 1 3120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2289.2 0.000384632 13.1141 1 1 3247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2394.07 0.00306402 111.159 0.8846 0.8846 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2334.61 0.01021 764.896 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2416.78 0.0147912 526.579 1 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2412.83 0.0143475 581.752 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2290.14 0.000823936 124.429 0.2173 0.2173 3359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2361.05 0.00064891 257.402 0.2791 0.2791 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2396.61 0.000505011 133.916 0.5006 1 2218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2139.73 0.0006027 7.6354 0.8585 0.08585 3236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2443.22 0.00054617 76.9512 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2431.42 0.00332453 610.582 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2362.02 0.00126703 135.674 1 1 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2294.61 0.00772436 370.512 0.3483 0.3483 3469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2354.1 0.00132852 143.401 0.5073 0.5073 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2397.78 0.000442282 128.922 1 1 2325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2439.09 0.000869688 341.635 0.5386 0.5386 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2140.23 0.00344015 37.8856 1 1 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2452.6 0.00161638 170.864 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2295.53 0.00271701 64.5499 1 1 3576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2362.16 0.000300554 98.6997 0.2181 1 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2399.52 0.000221362 46.936 1 1 2436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2369.91 0.0266797 860.658 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2140.34 0.000893838 17.1605 1 1 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2295.7 0.0016864 125.535 1 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2463.72 0.0860481 941.555 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2457.72 0.00102779 187.4 0.9707 0.9707 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2362.61 0.00010695 70.1439 0.4385 0.4385 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2397.79 0.0319958 878.492 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2400.79 0.0020318 91.5849 1 1 2543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2519.11 0.0521502 809.367 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2140.43 0.00356866 54.2437 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2295.79 0.000630835 101.285 0.5141 0.5141 3801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2483.63 0.00951615 307.614 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2401.95 0.00265535 563.323 1 1 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2362.82 0.000512939 51.7917 0.2002 1 3105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2403.39 0.000497221 55.526 1 1 2656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2295.86 0.000369442 117.744 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2540.09 0.026179 830.067 0.1707 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2140.53 0.000941748 140.625 0.5872 0.5872 3685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2404.52 0.000491419 227.726 0.6312 0.6312 2764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2403.74 0.000418151 52.866 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2363.4 0.0038586 317.709 1 1 3211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2489.13 0.000340641 72.53 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2545.27 0.00245684 71.9892 1 1 1332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2296.02 0.000618624 29.2162 1 1 4015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2140.87 0.000146301 25.4534 1 1 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2408.14 0.0323334 228.103 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2363.83 7.39075e-05 8.0091 0.4827 0.9816 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2491.89 0.00164561 71.0481 1 1 1115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2296.14 0.00123083 29.0977 1 1 4120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2406.21 0.0858101 496.763 1 1 2869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2550.11 0.00314976 105.366 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2412.41 0.00381618 150.381 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2296.26 0.000119747 22.487 1 1 4232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2499.42 0.00906187 314.171 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2141.08 0.000332376 24.215 1 1 3908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2363.92 6.71454e-05 13.9219 1 1 3430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2411.35 0.00864361 52.319 1 1 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2554.56 0.00168272 304.225 0.6499 0.6499 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2363.95 0.000181102 13.9625 1 1 3546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2421.09 0.000374353 51.4708 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2141.12 0.000359096 39.7447 1 1 4021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2506.86 0.0416123 387.827 1 1 1338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2296.29 1.72628e-05 13.2186 1 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2412.24 0.0012516 109.851 1 1 3094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2563.46 0.0279286 225.837 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2364.07 0.00402257 62.8874 1 1 3652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2141.18 0.000987564 25.879 1 1 4134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2296.33 0.000212627 41.4239 1 1 4453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2423.67 0.00428553 454.884 0.4248 0.4248 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2412.63 0.00031917 49.2277 1 1 3199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2510.53 0.00119314 158.676 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2364.43 0.00625519 105.829 1 1 3763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2141.3 0.00018342 19.3105 1 1 4245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2566.08 0.00334922 403.131 1 1 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2426.45 0.0190982 210.745 0.9502 0.9502 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2296.43 0.000152263 21.7259 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2413.32 0.000477843 50.736 1 1 3310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2514.42 0.000261011 150.991 0.1537 0.1537 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2141.57 0.00117161 89.2589 1 1 4357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2296.46 0.00157254 91.1074 1 1 4672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2567.92 0.00198957 70.8843 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2365.81 0.000506692 62.7682 1 1 3874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2428.19 0.00084997 139.519 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2414.08 0.00193216 145.99 0.7935 0.7935 3424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2519.09 0.0203365 315.641 0.3026 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2141.75 0.000459971 39.7175 0.5181 1 4466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2296.52 0.000135996 22.5888 1 1 4781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2365.9 0.000838916 189.607 1 1 3985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2435.76 0.000412658 55.6938 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2569.33 0.00025223 120.558 0.2477 0.2477 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2525.24 0.0103427 268.64 1 1 1776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2414.35 0.000112957 44.7621 0.5845 0.5845 3533
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4384 2296.54 5.3719e-05 4.22435 1 1 4877
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4099 2141.84 0.0001565 19.6168 1 1 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2366.05 2.02848e-05 8.40453 0.9093 0.9093 4094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2570.44 0.000116091 60.1512 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3739 2366.06 1.29464e-05 3.95033 1 1 4134
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 2439.82 0.0190662 219.225 0.4363 0.4363 2106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2414.79 0.00805707 274.28 1 1 3641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2529.93 0.00573826 283.292 1 1 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2141.89 2.56876e-05 18.9853 0.8571 0.8571 4697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2415.09 0.000154616 72.6988 1 1 3747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2570.8 0.000144734 40.1882 1 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2442.79 0.0257539 739.911 1 1 2214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2141.91 0.000190293 14.0961 1 1 4807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4319 2141.91 2.21477e-05 2.33995 0.4891 1 4831
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 2534.71 0.00156824 114.223 1 1 1995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2448.39 0.0262795 265.799 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2415.45 0.000902784 71.7899 1 1 3857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2571.54 0.0113654 113.676 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2415.66 0.00148749 16.0123 1 1 3968
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2454.66 0.00143546 239.968 1 1 2434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2536.5 0.00039584 38.6119 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2577.05 0.0100578 272.412 1 1 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2416.62 0.00547446 103.237 1 1 4076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2536.89 0.000384854 126.684 0.2712 0.2712 2219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2457.64 0.0263368 137.062 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2580.04 0.00186698 41.061 1 1 2542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2417.12 0.000224551 44.5107 1 1 4187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2580.99 0.00120259 38.3459 1 1 2658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2537.95 0.000399817 81.5128 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2459.06 0.000639264 185.133 0.7373 0.7373 2655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2417.32 0.000687835 104.055 0.5432 0.5432 4296
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2459.75 0.00304704 191.549 1 1 2763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2542.12 0.00204511 149.088 0.5014 0.9878 2445
2499 2581.63 0.00188786 76.7989 1 1 2764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2417.7 0.00228987 73.6619 0.6835 0.6835 4406
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2461.38 0.000709539 138.618 0.689 0.689 2880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2544.78 0.000385977 88.7751 0.6376 0.06376 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2462.8 0.00112576 49.3027 1 1 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2417.87 0.00126727 72.3492 1 1 4523
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2582.2 0.000391859 183.83 0.2761 0.2761 2880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2465.01 0.00675133 83.3059 1 1 3107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2545.1 0.000760407 97.2302 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2418.03 0.00015728 11.2942 1 1 4634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2582.56 0.000661618 188.248 1 1 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2547.22 0.0537603 407.647 1 1 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2418.07 0.000322081 25.8094 1 1 4742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2582.73 0.000624306 91.8949 1 1 3101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2467.27 0.00126405 203.609 0.1043 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2551.32 0.00265553 112.283 1 1 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2582.99 0.000204003 12.9452 1 1 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2418.22 0.000432827 104.616 0.4316 1 4860
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2470.21 0.0230844 82.9229 0.9934 0.9934 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2555.55 0.0011663 119.446 0.8131 0.8131 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2583.13 0.00364486 121.312 1 1 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2418.27 0.00130957 94.105 1 1 4970
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2558.95 0.0107192 128.563 1 1 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2472.03 0.0380541 235.135 1 1 3454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2584.18 0.000576051 75.1598 1 1 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2418.49 0.00202068 28.5748 0.6324 0.6324 5085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2475.61 0.0653245 1547.41 1 1 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2561.29 0.000849891 53.6403 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2584.81 7.33256e-05 64.1912 1 1 3552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2418.7 0.00026609 61.4861 0.3304 0.3304 5192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2306.44 0.00150313 674.622 0.2282 0.2282 127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2480.18 0.00426498 82.9569 1 1 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2561.45 0.000517847 56.3677 0.5217 0.5217 3332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2418.76 0.000171084 28.0669 1 1 5303
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2585.03 0.00491872 132.319 1 1 3659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2379.49 0.0100153 1742.37 0.09289 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2482.49 0.00922172 466.162 1 1 3781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2561.63 0.00110832 53.0146 1 1 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2418.93 0.000741987 17.0755 1 1 5413
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2585.43 0.000653114 106.515 1 1 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2483.64 0.000748273 234.091 1 1 3891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2426.44 0.021234 987.96 1 1 355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2562.08 0.000329341 28.5762 1 1 3553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2419.96 0.095716 504.703 1 1 5525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2588.64 0.00928729 120.633 0.4769 0.4769 3881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2465.59 0.00213809 359.193 1 1 468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2484.9 0.000524633 100.818 1 1 4004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2420.71 7.09817e-05 16.0213 1 1 5635
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2541.6 0.00273081 464.913 1 1 582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2590.05 0.00441241 132.014 0.4567 0.4567 3990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2562.24 0.000102346 67.6199 0.2577 0.2577 3668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2485.74 0.000314339 30.7661 3.619 0.3619 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2420.79 3.13989e-05 159.235 0.5876 0.5876 5740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2590.35 0.000385917 40.1249 1 1 4100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5243 2420.81 2.33298e-05 2.98042 1 1 5790
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 2562.4 0.0013737 121.001 1 1 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2586.95 0.0162915 1132.58 0.3317 1 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2486.65 0.00124419 507.462 0.3588 1 4230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2562.94 0.0030162 67.0344 1 1 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2591.11 0.000432214 51.3913 1 1 4216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2487.41 0.000546971 151.694 1 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2606.03 0.00316442 579.648 1 1 804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2563.49 0.00359992 287.562 1 1 3993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2487.71 0.000354233 37.8031 1 1 4451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2591.91 0.0015575 73.5243 1 1 4329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2630.57 0.0257156 2986.85 1 1 916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2564.39 0.00545205 206.533 1 1 4105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2592.45 0.00136937 85.7938 1 1 4440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2487.87 0.00118728 61.0816 1 1 4561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2662.69 0.00489307 103.961 1 1 1028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2593.06 0.000230373 33.0747 1 1 4546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2565.15 0.000496191 56.0066 1 1 4218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2488.29 0.000420529 37.9605 1 1 4671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2681.03 0.117179 903.976 1 1 1138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2593.18 0.000210468 98.7308 0.4759 1 4659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2488.51 0.00179921 203.261 1 1 4781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1099 2686.53 0.00114249 478.364 0.3867 0.8712 1254
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2565.57 0.000441801 29.751 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2593.3 0.00117671 76.5257 1 1 4766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2488.8 0.000329379 22.5331 0.8721 0.8721 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2565.66 0.000118392 15.141 1 1 4432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2696.18 0.0059801 914.142 0.904 0.904 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2593.66 0.000425776 34.4829 1 1 4873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2565.75 0.000144963 13.1882 1 1 4541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2705.14 0.0742306 1443.44 0.299 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2488.96 0.00131997 42.4053 1 1 5010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2593.77 4.06434e-05 51.6377 0.2236 1 4982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2717.79 0.00205199 1307.11 0.2537 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2489.16 0.000756668 37.779 1 1 5119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2566.03 0.000118461 24.7907 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2593.83 0.000670135 72.2511 1 1 5092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2489.25 6.97165e-05 11.7984 1 1 5230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2727.58 0.00736125 267.948 1 1 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2566.18 0.000164961 11.405 1 1 4766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2593.89 0.000568249 110.501 1 1 5200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2489.32 0.000398082 22.0996 1 1 5346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2747.12 0.0432902 1303.1 1 1 1803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2566.34 0.000867065 72.9616 0.2259 1 4880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2594.35 0.00144715 46.9503 1 1 5311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2489.83 0.00224289 40.8105 1 1 5459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2753.5 0.0259146 1874.68 1 1 1917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2566.44 0.000494436 20.7096 0.2677 1 4992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2317.06 0.00235624 229.069 0.1263 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2489.9 0.000184039 11.8237 0.8536 0.8536 5568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2594.58 0.000628723 89.5173 1 1 5419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2756.93 0.00082553 151.526 1 1 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2407.85 0.0318128 220.939 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2489.99 0.00293169 120.89 1 1 5675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2567.51 0.0103562 54.6983 1 1 5108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2594.77 7.69743e-05 19.4908 0.7421 0.7421 5529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2757.99 0.0034019 237.967 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2490.75 0.00189812 100.752 1 1 5784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2480.82 0.00326471 563.506 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2594.84 0.000699749 59.1894 1 1 5636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2567.84 0.000295979 37.9782 1 1 5215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2758.84 1.64859e-05 26.3994 1 1 2241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2390.35 0.00412444 407.189 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2490.95 0.00131388 181.078 1 1 5892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2594.91 0.00155029 35.4003 1 1 5746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2516.16 0.00102949 120.614 1 1 457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2568.01 0.000505603 84.3871 0.3566 1 5326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2759.3 0.000518982 64.2246 1 1 2354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2457.85 0.0303571 552.523 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2451.56 0.00913058 455.814 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2491.75 0.0113138 156.588 1 1 6002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2594.96 0.000700686 50.7839 0.9533 0.9533 5852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2544.64 0.0179686 648.187 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2568.16 6.91403e-05 12.1449 0.914 0.914 5437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2760.21 0.000131982 46.017 1 1 2464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2594.98 2.24194e-05 61.9883 0.5792 0.5792 5958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2554.52 0.0115645 254.08 1 1 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2491.95 0.000181777 24.7686 1 1 6109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2531.7 0.00259538 419.767 0.4407 0.4407 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2554.78 0.158157 591.488 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4995 2568.2 0.000338217 4.53524 1 1 5540
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5499 2595.49 0.000121035 84.9687 1 1 6063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2762.71 0.00185297 162.309 0.1082 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2570.63 0.00202707 417.976 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2492.07 0.00113777 65.934 1 1 6220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2595.46 0.010676 577.172 0.4796 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2588.81 0.0780188 409.734 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2581.37 0.024755 506.244 0.6832 0.6832 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2595.58 0.000867123 82.4222 1 1 6172
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2763.69 0.000201023 58.1353 0.8536 0.8536 2691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2492.14 0.00115408 20.7656 1 1 6334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2637.81 0.0527164 447.555 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2595.91 0.0289603 116.562 9.866 0.9866 6289
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2764.4 0.00015908 61.3949 1 1 2799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2492.27 0.000239855 66.9902 1 1 6442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2617.81 0.00168502 187.821 1 1 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2586.6 0.000404996 57.1662 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2657.07 0.00165629 445.593 0.284 0.284 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2492.34 0.000211027 6.49328 1 1 6550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2597.3 0.00150029 138.224 1 1 6401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2764.99 0.000311942 82.9254 1 1 2907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2591.84 0.00098271 134.525 0.1788 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2647.06 0.00399781 590.487 1 1 561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2664.96 0.00145246 165.257 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2597.75 0.00905819 243.057 1 1 6515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2599.29 0.211051 399.837 1 1 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2492.44 0.00023518 21.7089 1 1 6663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2770.09 0.0769205 3347.89 1 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2670.65 0.00284503 284.461 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2675.78 0.0115116 380.916 0.9064 0.9064 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2597.97 0.00086993 33.2373 1 1 6623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2607.98 0.00392164 417.666 0.2504 0.2504 1342
6099 2492.67 0.00012845 68.5389 1 1 6778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2781.67 0.0104721 1036.61 1 1 3132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2674.47 0.00272313 196.374 1 1 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2598.05 5.83201e-05 8.83555 1 1 6736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2782.75 0.000707723 165.331 1 1 3246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2702.68 0.00488994 717.618 0.8025 0.8025 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2615.19 0.00809519 1549.33 0.3364 0.3364 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2492.82 9.81782e-05 16.1765 1 1 6889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2598.15 0.000796754 10.0847 1 1 6844
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2676.5 0.00392071 267.198 0.9167 0.9167 1116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6270 2598.18 9.63007e-06 5.26552 1 1 6923
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 2783.18 4.01494e-05 15.1939 0.3609 0.3609 3360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2617.5 0.0133643 216.385 1 1 1563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2492.85 4.49715e-05 9.89583 0.9248 0.9248 7001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2738.47 0.0032444 1264.48 0.6232 0.6232 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2697.62 0.00277663 290.788 0.8949 0.8949 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2492.9 9.56678e-05 31.7095 0.5819 0.5819 7115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2783.43 7.66271e-05 109.819 0.5223 0.5223 3472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2618.05 0.000231693 80.1131 0.5382 0.5382 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6409 2492.9 7.72005e-05 4.2985 1 1 7126
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1199 2709.22 0.00407361 125.11 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2747.33 0.00255538 95.6358 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2618.43 0.00151022 143.978 1 1 1780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2783.65 0.000466219 66.3699 0.6908 0.6908 3583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2710.41 0.00361962 235.981 1 1 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2752.44 0.00228432 99.0127 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2783.76 0.000103445 26.8558 1 1 3695
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2618.8 0.000373239 27.5399 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2712.61 0.00077055 151.468 1 1 1553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2783.91 0.00236127 28.9169 1 1 3806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2756.13 0.00348147 155.576 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2619.1 0.00262527 118.745 1 1 1990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2716.74 0.00207669 683.901 0.3035 0.3035 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2784.07 0.000971792 45.9279 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2620.09 0.00150528 98.0458 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2763.5 0.0107864 120.482 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2718.81 0.000750295 224.245 0.2302 0.2302 1781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2623.28 0.005214 354.276 0.2668 0.2668 2214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2784.63 0.000721108 31.7018 1 1 4027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2790.3 0.0456304 813.748 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2720.91 0.00133594 116.229 0.9723 0.9723 1895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2785.54 0.00554418 84.3983 1.091 0.1091 4142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2623.91 0.000596081 132.752 0.2025 0.2025 2323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2735.38 0.00260755 112.259 1 1 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2519.27 0.0174447 470.847 0.9983 0.9983 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2785.66 0.000153918 85.925 0.2836 1 4258
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2800.49 0.00237017 71.5362 1 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2624.13 9.12793e-05 14.2492 0.5165 0.5165 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2738.27 0.0156236 372.215 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2590.85 0.00341817 684.433 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2785.78 6.61836e-05 28.313 1 1 4365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2624.41 0.00292412 177.859 1 1 2537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2802.49 0.00621264 75.0553 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2785.89 0.000769233 35.6211 0.1931 1 4475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2608.09 0.0160273 1169.28 0.3341 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2739.65 0.00121448 129.55 0.2633 0.2633 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2625.17 0.00487271 76.2274 0.2359 0.9494 2650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2805.31 0.000296723 138.389 0.6598 0.6598 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2786 0.00356067 155.296 1 1 4587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2654.3 0.0017421 146.105 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2625.95 9.91574e-05 27.6727 1 1 2769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2806.5 0.00210815 190.318 0.7852 0.7852 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2740.14 0.00219895 197.158 0.152 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2626.26 0.000401269 45.4543 1 1 2881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2700.91 0.00175481 116.407 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2786.24 0.000120155 39.3949 1 1 4697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2740.48 0.000268607 34.1497 1 1 2445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2807.58 0.000523858 95.9194 0.3444 1 2002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2626.42 0.00578296 73.3288 1 1 2996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2749.31 0.0133904 469.98 1 1 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2808.52 0.00696174 194.513 0.4803 1 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2741.22 4.87821e-05 19.1674 0.4808 0.4808 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2786.36 0.00171807 42.7834 1 1 4810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2741.57 0.00225737 98.1926 1 1 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2786.44 4.4617e-05 57.9948 0.614 0.614 4926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2809.04 0.00317268 202.458 0.2414 1 2229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2772.14 0.00542653 245.255 1 1 793 2799 2626.84 0.00087846 69.2239 1 1 3107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4462 2786.45 1.32322e-05 3.50994 1 1 4993
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 2742.75 0.00118338 92.9422 0.2306 0.2306 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2779.76 0.0286264 591.9 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2809.4 0.000746102 40.2251 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2627.46 0.00128798 34.9862 1 1 3219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2744.04 0.0037964 271.739 0.5501 0.5501 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2627.63 0.000388469 38.8496 1 1 3332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2810.81 0.00996683 687.451 0.9678 0.9678 1019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2809.58 0.000160081 15.9069 1 1 2446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2744.52 0.000256899 18.4621 1 1 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2627.96 0.00221321 50.2994 1.464 0.1464 3443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2838.53 0.0171498 361.911 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2745.28 0.00345947 36.9534 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2809.96 0.00151085 110.678 0.9965 0.9965 2556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2628.04 0.000317192 82.6962 0.2127 1 3553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2849.95 0.000278727 74.9925 1 1 1245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2628.15 6.49716e-05 11.9768 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2746.11 0.0315343 147.11 3.212 0.3212 3223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2810.53 0.00014376 17.5153 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2628.27 0.00688066 86.1115 0.4424 1 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2746.51 0.000409839 80.7502 1 1 3331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2857.84 0.00971616 269.99 0.9662 0.9662 1360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2810.66 0.000589306 84.526 1 1 2775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2628.71 0.00134107 90.1281 1 1 3888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2746.56 0.000446912 32.5378 1 1 3442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2864.7 0.000712931 161.079 1 1 1468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2811.22 0.00431815 48.1705 1 1 2886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2628.88 0.000182021 40.6937 1 1 3995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2746.63 6.87687e-05 11.7524 0.2632 0.2632 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2591.31 0.00116424 299.469 0.4298 0.4298 109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3214 2746.63 0.000348289 4.69291 1 1 3570
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1399 2867.18 0.000467273 163.167 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2811.38 0.000298377 38.9692 1 1 3002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2628.94 0.000474357 34.0509 1 1 4104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2682.8 0.0161348 552.531 1 1 216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2877.35 0.0235181 227.348 1 1 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2628.96 0.000169927 12.7006 1 1 4213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3805 2628.96 6.10212e-05 3.60763 1 1 4219
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 2811.76 0.00022807 55.0498 0.921 0.921 3112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2714.02 0.0415253 1066.8 0.7384 0.7384 332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2880.46 0.00411651 137.381 1 1 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2811.88 0.00343764 36.887 1 1 3225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2882.88 0.0326677 1304 1 1 1907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2756.46 0.0131994 1034.67 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2811.93 0.000175019 18.0847 1 1 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2794.6 0.00300854 131.961 1 1 547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2884.31 0.000354805 59.6949 0.6686 0.6686 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2812.13 0.00110739 15.6275 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2885.53 0.000603804 213.686 0.4591 1 2129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2827.65 0.00871087 464.868 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2894.57 0.0270179 557.893 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2812.5 0.00137612 32.7613 0.7963 0.07963 3564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2848.48 0.00310864 374.761 0.3764 1 770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2905.94 0.00722976 154.048 0.7892 0.7892 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2813.75 0.000983702 65.4327 0.394 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2660.02 0.0194158 860.173 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2853.49 0.000835097 136.282 1 1 877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2910.7 0.0764764 587.693 1 1 2457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2864.45 0.00682682 1370.92 1 1 984
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2813.83 0.000865856 22.3208 1 1 3795
199 2771.07 0.0128684 244.229 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2764.68 0.0047448 1453.7 1 1 130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2913.38 0.00190871 96.9405 1 1 2569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2868.71 0.00205594 237.194 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2915.14 0.00572482 373.991 1 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2794.34 0.00105794 671.609 0.2361 0.02361 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2814.1 0.00472252 134.583 1 1 3901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2914.54 0.0042694 29.6176 1 1 2682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2876.64 0.0133154 205.48 1 1 1206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2961.33 0.0152972 2161.06 0.3789 0.3789 349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2814.63 0.00804213 118.747 1 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2831.98 0.159084 1652.73 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2915 0.000303089 64.3548 1 1 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2885.69 0.00358191 142.938 1 1 1321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2815.34 0.00612817 81.1973 1 1 4120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2906.16 0.0156235 416.432 0.4035 1 568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2915.18 0.000370195 22.4462 1 1 2895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3001.16 0.00407222 501.96 1 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2894.64 0.00858649 189.732 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2815.62 0.000110641 33.8293 1 1 4225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2915.85 0.00127562 119.785 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2925.03 0.0300036 263.485 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3023.76 0.00506695 483.986 0.4819 0.4819 574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2908.41 0.0215294 1027.24 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2916.53 0.019429 199.806 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2967.31 0.00645559 192.371 0.3874 0.7519 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2815.7 1.61664e-05 12.4025 1 1 4335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3039.35 0.00580691 496.878 1 1 683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2912.73 0.00930863 242.814 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2988.57 0.0220796 479.36 1 1 916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2917.4 0.000127631 27.6805 1 1 3235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2815.88 0.000791724 65.5871 0.6769 0.06769 4451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2914.74 0.0063108 96.0939 1 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3048.73 0.0019314 199.899 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2917.82 0.00563948 20.3458 1 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2816.29 0.0015452 31.3517 1.396 0.1396 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2916.56 0.00084957 24.1127 1 1 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3014.99 0.00126571 88.9242 1 1 1030
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2918 0.000614586 89.1354 1 1 3461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3066.69 0.000873376 683.583 0.8191 0.8191 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2918.44 0.00137071 123.182 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3026.58 0.0582975 1088.12 0.9967 0.9967 1139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2816.35 0.00085452 68.3305 0.4809 0.04809 4675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3101.8 0.0160363 568.77 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2816.5 5.08009e-05 17.7439 1 1 4783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2918.23 0.00649142 31.0099 1.346 0.1346 3575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3033.96 0.00119573 56.1439 1 1 1249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2921.86 0.00465927 87.0542 1 1 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3120.21 0.00191745 550.014 0.5878 0.5878 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2816.65 0.00102933 86.182 0.3719 0.3719 4898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2922.45 0.000146575 38.1887 1 1 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2918.29 7.36526e-05 28.2129 0.06348 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3046.27 0.0202966 181.237 1 1 1360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2813.29 0.00407965 235.035 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3140.97 0.00752976 932.002 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2918.37 0.0005229 97.77 0.8144 0.8144 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2922.94 0.000527512 26.4528 1 1 2329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3054.69 0.0120703 328.023 1 1 1468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2817.04 0.0026427 33.5333 1 1 5010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3147.72 0.0049888 724.002 1 1 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2923.09 0.00241936 21.5561 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3003.86 0.0617391 776.29 1 1 240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2918.49 0.00338859 73.3348 1 1 3913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2817.41 0.00056972 119.932 0.6299 0.6299 5120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3068.03 0.228036 2104.34 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3154.58 0.000419368 316.167 0.3693 0.3693 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2924.34 0.00272892 49.839 1 1 2549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2918.61 0.000390325 38.118 1 1 4018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3045.31 0.0028332 300.179 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2817.64 0.00250585 51.6469 1 1 5230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3070.75 0.000813309 106.018 1 1 1683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3170.17 0.0335182 232.832 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2918.75 0.000114038 29.4877 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2924.87 0.00217712 59.9205 1 1 2660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2817.89 0.00015907 17.5907 1 1 5338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3078.64 0.00377585 381.939 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3174.56 0.00181217 166.174 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3074.14 0.00090711 132.678 0.8603 0.8603 1789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2918.99 0.00139791 56.6149 1 1 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2925.17 0.0047894 133.093 0.3262 1 2772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2818 0.000105665 27.8164 0.4249 0.4249 5448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3087.01 0.00741146 387.471 1 1 575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2926.07 0.00242946 62.0084 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3176.33 0.00438837 100.411 1 1 1783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2919.11 7.60878e-05 20.641 1 1 4349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3079.23 0.0130686 460.107 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2818.05 0.000332582 81.1632 0.2671 0.02671 5559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3093.28 0.000862358 251.389 1 1 686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3177.24 0.00377263 303.662 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2919.2 0.000518054 37.4277 1 1 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2926.28 5.54281e-05 31.9418 0.2255 0.2255 3002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2818.1 0.000325901 72.5478 1 1 5663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3080.69 0.000320716 77.4171 0.2619 1 2023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2888.41 0.0141937 1137.42 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3120.98 0.00649054 489.038 1 1 799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2919.23 0.000516445 26.7316 1 1 4567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2926.48 0.0012275 86.6922 1 1 3111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3082.85 0.00326092 92.0495 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3178.01 0.00559484 193.938 1 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2818.27 0.000947836 37.298 1 1 5779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
4186 2919.24 3.72561e-05 4.19092 1 1 4661
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3129.42 0.0154832 536.274 1 1 910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3005.99 0.00660348 650.25 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3185.07 0.034008 846.06 1 1 2117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2926.73 0.00117225 52.0089 1 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2818.42 0.00215793 12.0701 1 1 5892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3084.16 0.00156358 105.755 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3113.98 0.216101 2550.05 1 1 339 99 2822.16 0.0146328 2501.07 0.9767 0.9767 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3147.1 0.00227728 157.328 1 1 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3196.52 0.0163608 1608.06 0.09611 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2927.13 0.000672598 24.6103 1 1 3329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2818.5 0.00143366 146.623 1 1 5998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3084.99 0.00493189 285.59 1 1 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3141.59 0.00905217 598.1 0.6345 0.6345 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2944.76 0.0165645 176.191 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3211.65 0.0187597 167.676 0.9551 0.9551 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2927.29 0.000409554 62.6839 1 1 3445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3150.98 0.00835452 759.931 1 1 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3085.41 0.00138301 35.0609 1 1 2466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2818.75 0.00332641 29.811 1 1 6105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2927.42 0.000317961 25.9166 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3012.03 0.0725322 1715.09 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3171.96 0.0048755 916.744 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3166.27 0.0127867 1797 0.3182 0.3182 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3215.06 0.0327887 488.66 1 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3085.6 0.00147268 85.6555 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2818.9 0.00519239 83.5077 1 1 6216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2927.63 0.000879796 25.9737 1 1 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3188.96 0.00453906 126.991 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3085.72 0.000339006 34.2523 1 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3067.45 0.00273013 569.758 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3216.46 0.000859169 105.683 0.4416 0.4416 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3191.3 0.0241022 819.704 0.6708 0.6708 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2819.17 0.000399302 24.995 1 1 6327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3100.04 0.00371011 906.082 0.3729 0.3729 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2927.77 0.00108759 74.5676 0.4753 0.4753 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3228.2 0.00218634 262.884 0.9684 0.9684 780
1299 3201.96 0.0230723 326.355 1 1 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3085.94 0.00225191 295.814 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2819.27 0.00117165 36.2997 1 1 6434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3216.79 0.00482876 251.365 1 1 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2928.05 0.00117385 59.0446 0.4961 1 3895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3118.57 0.0137604 183.757 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2819.47 0.000163664 13.2886 0.9589 0.9589 6546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3251.9 0.000800057 167.862 0.1918 0.1918 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3217.41 0.0011637 98.9579 1 1 2794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3086.55 0.000382361 30.5035 1 1 2910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3204.71 0.0067327 344.644 0.1513 1 1577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2928.35 0.000327485 27.2387 1 1 3998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3155.98 0.105394 1575.39 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3255.06 0.00380154 179.965 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2819.6 0.000125823 76.5327 0.391 0.391 6657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3217.93 0.00163044 352.667 0.3409 0.3409 2908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3207.67 0.00951387 190.128 1 1 1689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3087.16 0.000318584 62.3809 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2928.5 0.000584524 69.8309 0.2726 0.2726 4106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3179.87 0.00167417 355.903 1 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3261.81 0.00303834 158.611 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3219.61 0.00437132 93.8067 1 1 3019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2819.68 0.000203659 20.8582 1 1 6763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3087.42 0.00019649 30.0464 0.6171 0.6171 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3210.87 0.0155136 1013.49 1 1 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2928.74 0.0063202 31.2737 1 1 4219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3188.59 0.013517 174.328 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3215.91 0.00401703 260.916 1 1 1910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2819.73 0.000894683 12.4861 1 1 6875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3087.51 0.000584098 11.8091 1 1 3240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3220.13 0.000276441 32.0393 1 1 3138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3264.03 0.000430469 149.121 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2929.04 0.000481269 52.2841 1 1 4332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3209.8 0.00962692 378.864 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3087.77 0.000171702 41.0744 1 1 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3220.07 0.0129023 278.941 1 1 2021
2899 3220.49 2.58249e-05 18.1615 1 1 3250
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2819.96 0.000914647 35.6165 1 1 6988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3277.04 0.00730474 305.466 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2929.3 0.000859502 77.012 0.676 0.676 4448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3087.84 0.000111454 18.537 0.2146 1 3463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3231.31 0.000828417 424.9 1 1 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3220.89 0.00355343 72.0178 0.8396 0.8396 3364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3221.97 0.00952885 492.293 1 1 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3282.9 0.000497615 185.474 0.6061 0.6061 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2929.46 0.00266266 30.145 1 1 4560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2820.26 0.010667 140.513 1 1 7102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3087.94 0.000309927 55.6906 1 1 3568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3254.91 0.00839115 297.088 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3220.99 0.000768213 151.333 1 1 3468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3224.74 0.0094406 893.178 0.5108 1 2251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2929.56 0.000250773 18.7077 1 1 4670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3286.91 0.0200225 478.405 1 1 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 2820.76 0.000665959 69.1538 1 1 7211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3088.31 0.00072249 35.1744 1 1 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3221.29 0.000250563 31.2669 1 1 3583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3266.43 0.000175196 241.753 0.4148 1 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3226.18 0.014842 689.352 1 1 2358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4281 2929.62 7.10722e-05 3.21833 1 1 4763
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 3291.84 0.000343078 180.87 1 1 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 2820.86 0.000396697 33.686 1 1 7319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3088.44 9.80192e-05 23.4396 1 1 3795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3221.48 0.00462705 135.979 0.9991 0.9991 3697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3269.94 0.000379862 195.499 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3227.36 0.000949316 88.2444 1 1 2470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3293.39 0.0056222 370.914 0.1834 1 1791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 2820.9 3.28724e-05 7.85476 1 1 7429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3221.79 0.00103235 89.9758 1 1 3805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3088.5 0.00134244 83.9507 1 1 3908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3228.28 0.000608754 142.81 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 2820.94 0.000382433 65.6812 1 1 7537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3294.61 0.000384506 60.5982 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3221.97 0.00070998 13.4048 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3277.76 0.00583203 313.473 0.832 0.832 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3088.88 0.0146409 291.129 1 1 4018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 2821.19 0.00169586 64.3642 0.1405 1 7646
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3222.13 0.00330116 127.231 0.4588 1 4027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3228.91 0.00285229 137.738 1 1 2682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3089.1 0.00175802 114.403 1 1 4130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3295.02 0.000176529 61.9585 1 1 2009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3281.42 0.000632047 280.764 0.3384 0.3384 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 2821.36 0.0046993 53.628 1 1 7759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3229.53 0.000942704 45.3421 1 1 2799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3299.53 0.0108899 199.857 0.3646 0.3646 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3222.43 0.0178748 71.7423 1.604 0.1604 4138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3299.54 0.0733078 545.589 0.9848 0.9848 1890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3089.37 0.000237234 21.98 1 1 4244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3229.97 0.000256374 80.7294 0.5774 0.5774 2911
1999 3302.33 0.00359635 750.046 0.4681 0.4681 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 2821.49 0.000535475 24.1348 1 1 7870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3222.87 0.0158795 523.21 1 1 4244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3317.23 0.00530436 549.93 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3089.51 0.0228205 268.035 1 1 4361
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3305.47 0.0013696 132.043 0.8556 0.8556 2345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7199 2821.54 0.000214075 11.7586 1 1 7983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3230.74 0.00896064 263.914 1 1 3027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3223.19 0.00311964 95.3693 1 1 4353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3329.75 0.00820591 695.493 1 1 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3090.13 0.002018 95.8231 0.6773 0.6773 4473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3305.83 0.000461516 45.2364 1 1 2454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7299 2821.63 0.00100903 106.016 1 1 8098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3232.34 0.00298112 224.979 0.2503 1 3134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3223.38 0.00635826 96.1157 1 1 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3091.58 0.00621588 105.569 4.089 0.4089 4588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3335.08 0.0055679 244.679 1 1 2216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3235.61 0.00839665 279.315 0.3573 1 3249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3306.16 0.000832968 98.2259 0.414 1 2561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7399 2821.69 9.84302e-05 49.4638 0.2916 1 8205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3223.55 2.88364e-05 25.0938 1 1 4575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3092.93 0.00317796 136.378 1 1 4702
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3339.23 0.0027184 62.1168 1 1 2326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3236.33 0.0141655 58.1668 1 1 3359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7499 2821.73 9.38442e-05 5.58499 1 1 8315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3223.65 0.000103478 25.1886 1 1 4678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3306.81 0.0011624 118.621 1 1 2670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3340.39 0.00535677 582.757 1 1 2435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3093.73 0.00397825 102.382 0.4125 1 4816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7573 2821.75 5.0652e-05 2.55555 1 1 8401
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3099 3237.23 0.0122642 166.702 1 1 3481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3223.68 0.00264072 146.628 0.8639 0.08639 4791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3309.7 0.11694 678.754 1 1 2780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2662.98 0.0107155 362.593 1 1 108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3341.25 0.000219011 145.856 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3093.82 0.000195185 34.944 1 1 4926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4356 3223.74 1.24403e-05 4.37262 0.1152 0.9952 4855
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3199 3237.62 0.00120443 72.5726 0.2675 1 3590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3312.2 0.00158957 120.858 1 1 2889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4497 3093.86 3.26592e-05 4.84606 0.439 0.9543 5034
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 2910.84 0.0163873 520.375 1 1 218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3345.03 0.00138133 219.015 1 1 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3313.05 0.0028471 177.511 1 1 2995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3238.49 0.000177945 81.9928 1 1 3701
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3348.65 0.0105545 228.515 0.7143 0.7143 2769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3046.19 0.0052366 137.882 1 1 326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3238.71 6.59799e-05 20.4414 1 1 3811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3313.19 0.000269543 121.712 0.3778 0.3778 3104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3105.96 0.00283128 204.102 1 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3357 0.0317823 289.694 1 1 2880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3238.77 5.82538e-05 16.7676 1 1 3917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3313.41 0.000386562 117.361 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3362.73 0.0182894 977.723 1 1 2992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3238.98 0.00059505 81.6938 1 1 4028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3181.58 0.00792898 794.295 0.3684 0.3684 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3313.62 0.000113927 56.6665 0.2951 0.2951 3325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3365.88 0.0119548 300.514 1 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3239.17 0.000887634 59.9796 1 1 4145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3207.39 0.0100872 181.582 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3313.74 0.000309075 102.882 0.388 0.388 3437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3366.87 0.00525587 187.398 0.7105 0.7105 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3240.04 0.0160554 233.943 1 1 4257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3250.96 0.0295912 2316.85 1 1 772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3314.12 0.000356086 32.4002 1 1 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3369.64 0.00078803 58.0653 0.7805 0.7805 3313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3242.74 0.00117576 226.48 0.5599 0.5599 4369
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3299.3 0.00417337 318.538 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3314.23 0.000279983 34.7112 1 1 3658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3370.21 0.0178138 455.948 1 1 3424
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3243.07 0.00138214 62.6349 1 1 4477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3314.29 0.0468594 1625.7 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3314.27 0.000188458 45.1653 1 1 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3371.32 0.00129886 69.5067 0.9327 0.9327 3536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3243.17 5.02442e-05 27.1959 1 1 4582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3350.35 0.0103316 417.486 0.8479 0.8479 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3314.48 0.000100136 39.4118 1 1 3882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3243.67 0.00203825 40.8656 1 1 4692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3372.49 0.000736411 85.9306 1 1 3647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3366.84 0.0360598 322.259 0.8638 0.8638 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3243.9 0.00340681 232.452 0.7144 0.7144 4797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3314.53 2.76933e-05 22.2102 1 1 3996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3372.77 0.000499301 66.5398 1 1 3761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3372.75 0.000133503 225.935 0.7351 0.7351 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3244.55 0.00309594 89.0175 1 1 4909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3315.22 0.00721409 66.7394 1 1 4109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3372.93 0.000506381 56.1726 1 1 3871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3375.85 0.00458262 205.002 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3244.66 3.74e-05 8.26359 0.8342 0.8342 5023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3315.56 0.00318135 92.5075 1 1 4218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3373.04 0.000718819 21.7891 1 1 3982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3244.72 1.51443e-05 27.2039 1 1 5134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3383.67 0.00155133 90.9788 1 1 1553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3316.07 0.00319683 75.4448 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3373.47 0.0215033 113.391 1 1 4093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2630.01 0.0115097 313.216 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3245.22 0.00119132 82.8707 0.8556 0.8556 5243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3398.85 0.0179917 1225.32 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3316.98 0.0464161 256.419 1 1 4447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3375 0.0184421 636.495 1 1 4198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2762.13 0.0340811 798.783 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3245.61 0.0227448 66.8675 1 1 5354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3317.22 0.00241363 75.3443 1 1 4558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3408.98 0.0015791 532.815 0.2466 0.2466 1790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3376.71 0.00434523 73.3768 1 1 4308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3079.22 0.0281066 250.66 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3246.35 0.00278172 221.051 0.9663 0.9663 5476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3412.91 0.0403065 752.85 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3377 0.000897815 118.712 0.3835 1 4414
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3317.34 0.000350666 53.6961 0.5071 1 4669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3146.43 0.00822449 180.238 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3246.74 0.000276186 47.3836 1 1 5593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3317.39 5.92686e-05 16.7339 1 1 4780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3417.62 0.00389366 76.466 1 1 2018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3377.27 0.000216859 21.6946 1 1 4524
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3203.6 0.0444329 2203.42 0.4243 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3246.96 0.000159796 66.4499 1 1 5704
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3418.13 0.000198987 67.8058 1 1 2126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3317.42 0.000623934 28.6478 1 1 4896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3377.79 0.000281246 25.0588 1 1 4634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3247.1 0.00030185 45.5118 1 1 5813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3267.92 0.0418467 490.1 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3422.38 0.00111546 71.0461 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3317.48 5.89205e-05 11.4534 1 1 5004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3377.94 0.000143682 30.8576 0.5399 0.5399 4742
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3285.25 0.00271165 422.883 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3247.18 0.000451909 12.9316 1 1 5927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3423.81 0.00136146 348.583 0.3452 0.3452 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3378.12 0.000513437 31.8191 1 1 4846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3317.52 0.000244905 18.1636 0.2398 1 5115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4656 3317.53 3.47055e-05 4.21658 1 1 5174
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5399 3247.22 0.00161383 60.5263 1 1 6035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3302.17 0.00443628 270.315 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3425.23 0.000519522 61.7504 1 1 2460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3378.36 0.00124142 135.821 1 1 4962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3247.86 9.46847e-05 57.6742 0.9667 0.9667 6145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3321.58 0.00145295 247.673 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3425.74 0.0156039 283.251 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3378.46 0.000145727 17.6411 1 1 5074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2694.96 0.0514895 621.957 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3341.44 0.0264938 801.992 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3248.74 0.00804782 62.818 1 1 6264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3427.86 0.00308618 41.1217 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3378.5 0.000821065 26.2258 1 1 5195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3376.97 0.00110916 540.103 1 1 1210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3250.42 0.120424 227.213 1 1 6373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2821.58 0.104311 2365.48 0.3388 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3432.67 0.0128951 283.513 0.8352 0.8352 2801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3251.74 0.00520386 60.0893 1 1 6489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3378.54 0.000383238 39.486 1 1 5308
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2735.74 0.0933653 1209.69 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3389.61 0.00303527 217.177 1 1 1325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3252.23 0.00254305 159.236 0.2452 0.2452 6602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3061.03 0.0452723 244.894 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3436.43 0.00227703 141.974 0.2077 1 2908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2790.96 0.0365574 468.343 1 1 110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3378.58 0.000111092 11.1779 1 1 5420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2859.54 0.0180819 778.814 1 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3419.97 0.000743232 192.651 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3254.02 0.0128854 274.675 1 1 6713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3436.76 0.000530152 80.5361 0.4605 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3101.29 0.0242288 1528.31 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3378.69 0.000177963 92.567 0.5709 0.5709 5532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2897.93 0.0983644 618.667 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3048.14 0.140957 566.82 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3255.1 0.0127214 57.4605 1.582 0.01582 6828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3425.85 0.000574184 67.4084 1 1 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3123.65 0.00995799 577.752 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3436.93 0.000162363 9.40522 1 1 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3378.77 0.00018584 20.6312 1 1 5638
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3095.97 0.00881802 213.44 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3098.78 0.0240508 2227.8 0.2642 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3255.3 0.000380951 101.813 0.6095 0.6095 6940 1499 3427.99 0.000639908 82.8467 0.4999 0.4999 1676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3378.89 0.00323347 134.068 0.9677 0.9677 5749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3437.03 0.000828731 52.9942 1 1 3241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3203.88 0.0221048 699.183 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3184.49 0.0140033 350.036 1.494 0.1494 672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3183.2 0.160646 683.584 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3255.61 0.000531782 66.1673 1 1 7050
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3432.86 0.0130225 606.465 0.3578 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3379.3 0.0062257 121.822 0.8064 0.8064 5858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3437.47 0.00121894 89.38 1 1 3350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3247.97 0.0132726 1118.36 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3199.4 0.00462964 211.505 0.4545 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3293.33 0.00305921 640.606 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3255.79 0.000318237 48.0906 0.413 1 7166
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3442.95 0.00099671 246.469 1 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3379.78 0.000396253 13.7961 1 1 5972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3437.62 4.45789e-05 80.171 0.6454 0.6454 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3332.35 0.0291248 3087.68 1 1 789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3315.3 0.00593007 584.647 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3216.62 0.0313833 857.074 0.3988 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3444.27 0.00343967 349.497 0.3098 1 2014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3379.97 0.00558024 46.413 1 1 6086
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3256.08 0.00232909 138.808 1 1 7280
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3437.8 0.000159565 91.0001 1 1 3570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3405.99 0.0902246 1388.27 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3446.19 0.0067386 394.326 0.2207 0.8775 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3256.13 0.00018845 30.3485 0.2919 0.2919 7396
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3363.93 0.011933 512.535 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3437.9 0.000758632 59.2972 1 1 3682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3224.89 0.00605987 285.42 1 1 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3380.14 0.000124175 15.5345 1 1 6202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3426.4 0.0576827 1020.62 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3256.38 0.00585159 299.729 1 1 7507
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3455.21 0.167788 1210.63 1 1 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3439.04 0.00122934 31.7531 1 1 3794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3380.47 0.00140067 32.1499 1 1 6310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3411.01 0.00580732 1087.86 1 1 900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3233.6 0.000854133 100.516 1 1 1122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3256.67 0.000718112 159.012 0.5408 0.5408 7619
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3469.44 0.0130211 790.676 0.5586 0.5586 1130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3468.47 0.269052 875.057 1 1 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3439.51 0.00442283 258.34 1 1 3903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3380.6 0.000767991 16.6232 1 1 6416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3309.03 0.563206 3673.41 0.3871 1 1235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3453.92 0.172765 1558.95 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3471.45 0.0395741 285.047 1 1 2457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 3256.76 2.99974e-05 12.3706 1 1 7731
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3380.71 0.00304455 92.5459 1 1 6525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3496.48 0.0744541 1647.19 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3439.79 0.000685421 52.6403 0.4242 0.4242 4017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3534.92 0.0443352 1239.43 1 1 1126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3350.13 0.00517994 376.74 1 1 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 3256.86 0.00438859 64.0788 1 1 7839
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3380.76 0.000921117 29.8424 1 1 6636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3473.85 0.00241597 177.283 1 1 2569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3439.85 0.00035288 82.3295 1 1 4128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3530.08 0.000753357 238.454 0.3606 0.3606 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3547.18 0.0038249 314.406 1 1 1239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3359.39 0.00308257 175.887 1 1 1455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 3256.98 0.000392738 80.8332 0.2701 1 7949
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3439.92 0.00126318 42.4044 1 1 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3475.77 0.00208762 100.849 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3380.85 0.000524664 58.174 1 1 6745
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3564.2 0.0113958 833.652 1 1 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3548.3 0.000722414 267.245 1 1 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7194 3257.03 3.62943e-05 5.11646 1 1 8057
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 3477.92 0.0200776 393.329 1 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3380.9 0.000783617 157.985 1 1 6854
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3360.97 0.00160544 95.9456 1 1 1569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3440.31 0.000744088 53.0894 1 1 4349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3558.28 0.000455146 109.901 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3569.11 0.000460171 68.6077 1 1 1468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3380.93 4.56772e-05 12.7965 1 1 6966
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3370.88 0.000409708 166.23 1 1 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3480.71 0.00175821 89.4151 1 1 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3441.71 0.0169186 35.5847 1 1 4458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3572.88 0.0421314 546.13 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3585.42 0.0150148 1155.96 1 1 1581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3481.49 0.000949684 217.402 0.268 1 3015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3380.99 0.00175868 26.2869 0.4681 0.9331 7077
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3442.44 0.0136782 235.204 1 1 4579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3374.71 0.00290471 144.68 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3611.09 0.046685 566.847 1 1 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3577.22 0.00391278 97.6989 1 1 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3483.79 0.0246254 407.447 1 1 3129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3381.05 0.00013815 21.9479 0.626 0.626 7188
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3442.92 0.000145494 27.8612 1 1 4688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3580.9 0.00273687 548.138 1 1 1909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3618.83 0.0339727 718.536 1 1 1803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3381.08 3.55728e-05 4.06746 1 1 7292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3382.22 0.000242261 194.343 0.5081 1 1902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3487.17 0.0427083 327.914 1 1 3237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3442.97 0.000101469 6.22775 1 1 4803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3584 0.000891978 106.988 1 1 2022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3629.56 0.000771669 192.243 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3381.11 0.000671744 47.6233 1 1 7400
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3488.64 0.00259152 223.719 1 1 3347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3385.87 0.0526179 663.787 1 1 2012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3443.05 0.000411615 14.9504 1 1 4917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3381.2 0.000255683 69.5394 0.182 1 7511
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3591.82 0.000380053 92.9778 0.7858 0.7858 2135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3634.54 0.000634349 123.982 1 1 2027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2838.09 0.00229318 316.342 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3489.99 0.000280476 119.845 0.646 0.646 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3389.29 0.002048 127.367 1 1 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3443.15 0.000120477 20.2541 1 1 5027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 3381.32 0.00200653 112.642 0.3028 0.03028 7623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3605.44 0.00312878 275.757 1 1 2247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2924.78 0.206902 3578.72 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3490.63 0.000210706 36.5614 0.4245 0.4245 3566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 3381.44 0.00246575 59.3713 1 1 7733
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3639.08 0.00212393 219.782 1 1 2139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3443.19 1.62007e-05 8.56583 1 1 5136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3390.29 0.00157056 119.299 1 1 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3060.41 0.0131889 597.153 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3623.44 0.0148737 423.223 1 1 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3491.14 0.000123934 197.966 0.1903 0.1903 3680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3649.7 0.029343 385.537 1 1 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3443.26 2.47116e-05 14.1681 1 1 5242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4700 3443.26 2.02681e-05 5.90222 0.2434 0.9649 5244
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
7099 3381.49 6.39642e-05 9.09021 1 1 7848
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7121 3381.5 9.95587e-05 2.68271 1 1 7872
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 3391.03 0.00587581 215.433 1 1 2350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3635.6 0.00130916 162.905 1 1 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3205.97 0.0561616 336.869 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3491.57 0.00270979 159.528 0.3706 0.3706 3788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3654.49 0.00236949 154.768 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3394.18 0.000910654 280.206 1 1 2456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3492.35 0.00309631 93.5533 1 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3643.94 0.000449916 142.194 0.6616 0.6616 2577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3305.24 0.00259644 566.881 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3660.21 0.0113551 218.31 1 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3492.5 0.000288564 100.871 0.7047 0.7047 4008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3397.15 0.00537876 488.239 0.7557 0.7557 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3340.23 0.152626 1586.11 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3650.09 0.00287524 435.25 0.4134 1 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3666.8 0.00274629 275.544 0.2844 1 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3492.72 0.000421342 62.7606 0.2424 1 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3400.94 0.00081149 229.65 1 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3425.6 0.0361875 272.992 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3653.12 0.000319098 158.126 1 1 2796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3667.97 0.000458569 73.722 1 1 2683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3492.96 0.0078963 269.953 1 1 4229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3436.26 0.00457622 623.431 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3402.02 0.00029586 71.2882 1 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3655.36 0.000578618 136.94 1 1 2900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3668.75 8.94699e-05 42.3794 1 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3493.27 0.000330609 25.8667 1 1 4347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3450.67 0.00187495 189.588 1 1 1000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3657.9 0.0159419 285.448 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3403.88 0.000419356 100.186 1 1 2899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3670.2 0.000225996 41.2414 1 1 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3468.29 0.0259136 294.366 0.4023 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3493.9 0.00115212 87.3774 1 1 4465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3404.56 0.0186003 532.307 1 1 3012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3661.81 0.00010945 133.403 0.2763 0.2763 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3670.83 0.0212185 162.455 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3494.68 0.000879623 94.009 1 1 4571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3505.84 0.00616757 82.3618 1 1 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3406.28 0.0249057 510.876 1 1 3123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3663.09 0.000923417 42.553 1 1 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3674.01 0.0629479 1431.89 0.5008 0.05008 3131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3495.23 0.000816977 158.39 0.8444 0.8444 4681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3514.23 0.0972009 1158.82 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3406.56 0.00194568 59.5049 0.6998 0.6998 3235
2999 3663.61 0.000453477 192.491 0.1329 1 3339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3681.17 0.00243734 153.22 1 1 3236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3495.49 0.00604333 242.404 1 1 4789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3523.02 0.00238189 193.712 1 1 1445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3406.95 0.00164164 172.074 1 1 3345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3664.01 0.000158424 54.9499 0.8923 0.8923 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3682.6 0.000358871 150.888 0.4571 0.4571 3347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3495.65 6.30068e-05 17.2998 1 1 4903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3528.03 0.00206892 116.991 1 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3664.22 0.000202767 78.6068 0.7644 0.7644 3563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3686.67 0.00187693 392.846 0.3444 0.3444 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3409.35 0.0569655 343.544 1 1 3466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3495.71 0.000267998 14.5548 1 1 5019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3670.9 0.0366289 275.952 1 1 3672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3688.5 0.00262277 238.896 1 1 3568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3531.81 0.0150794 628.676 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3495.9 0.00217848 109.657 0.04779 1 5126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3411.08 0.00032712 87.4874 1 1 3576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3690.49 0.011378 190.744 1 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3617.22 0.0849591 499.239 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3673.67 0.00227581 388.673 1 1 3788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3496.2 0.00303629 101.725 1 1 5232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3411.88 0.00109932 47.4107 0.9633 0.9633 3685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2903.35 0.0488723 894.229 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3675.22 0.00150984 275.16 1 1 3901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3629.22 0.00323474 385.357 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3692.44 0.00230115 153.793 0.5227 1 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3496.33 5.02943e-05 14.1193 1 1 5344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3041.41 0.00264137 376.372 1 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3676.11 5.92539e-05 43.0685 1 1 4014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3633.65 0.00102937 199.62 1 1 2003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3412.18 0.00128334 44.681 0.9892 0.9892 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3496.54 0.00147614 57.1738 1 1 5450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3694.69 0.00128231 110.565 0.3671 1 3916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3676.28 0.000317973 73.2716 1 1 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3152.12 0.0240768 874.079 0.4204 0.8379 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3412.28 0.00100654 39.4462 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3638.2 0.0157767 138.751 1 1 2112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3497.01 0.000269284 45.3365 1 1 5566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3695.82 7.0723e-05 17.5615 1 1 4024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3677.02 0.00205397 72.9497 1 1 4237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3412.46 0.000282109 39.7655 1 1 4015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3224.12 0.00101901 93.4036 0.7148 0.7148 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3498.81 0.0518515 401.584 1 1 5673
1999 3639.84 0.00174745 113.725 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3696.47 0.013929 122.879 1.455 0.1455 4137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3677.29 0.00353087 300.652 1 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3294.94 0.0164524 602.647 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3499.47 0.00544412 170.452 0.6221 0.6221 5791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3412.6 0.000296142 52.003 1 1 4121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3643.31 0.00290877 234.664 0.906 0.906 2337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3697.4 0.000849684 92.4811 1 1 4248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3679.18 0.00708672 230.352 1 1 4455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3412.69 0.000192193 23.1342 1 1 4227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3645.47 0.00579639 277.306 1 1 2447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3345.18 0.0176145 1469.51 0.1735 0.1735 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3500.82 0.000596659 31.7335 1 1 5904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3697.47 0.000353989 50.2176 1 1 4357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3679.58 0.000974886 130.139 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3649.93 0.0107589 552.223 1 1 2553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3501.64 0.0062569 122.049 1 1 6010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3361.47 0.0166228 812.812 0.4096 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3412.85 0.00439431 57.4169 0.7988 0.7988 4340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3698.04 0.0248521 931.802 0.4783 1 4467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3503.79 0.00120085 113.622 1 1 6115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3651.66 0.000637379 119.92 0.7008 0.7008 2663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3679.75 0.000873379 99.7287 1 1 4671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3369.39 0.000365889 118.261 1 1 892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3413.04 0.0163647 54.1728 1 1 4450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3701.12 0.00230092 142.129 1 1 4579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3504.59 0.000210234 51.3727 1 1 6222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2964.04 0.0050825 489.476 0.3025 0.3025 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3680.44 0.00274778 405.393 0.3903 0.3903 4781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3652.89 0.000377505 98.478 0.3506 1 2782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2940.02 0.0421875 919.645 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3376.81 0.00540309 370.768 0.1858 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3413.24 0.00397862 243.249 0.1358 1 4559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3703.39 0.00135872 96.7783 0.1765 0.1765 4684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3505.08 0.000582122 35.5311 1 1 6334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3685.9 0.0150722 144.141 1 1 4891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3653.66 0.00174548 157.556 0.9352 0.9352 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3029.53 0.0194611 703.33 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3429.97 0.0370635 1082.46 1 1 1117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3077.28 0.0150992 354.975 1 1 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3413.66 0.000830847 26.0031 1 1 4666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3505.2 0.000727508 41.02 0.9987 0.9987 6443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3706.25 0.0015224 39.1979 0.8393 0.8393 4805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3687.98 0.0155025 186.127 1 1 5006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3654.68 0.00059757 23.5776 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3282.23 0.0923643 281.056 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3505.3 0.0112456 118.847 1 1 6544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3414.4 0.00670848 27.8596 1 1 4777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3454.05 0.0137597 1293.48 0.5108 0.5108 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3237.25 0.00689029 276.668 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3706.8 0.00329159 49.9403 1 1 4919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3330.54 0.000225586 86.5549 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3654.82 4.34569e-05 34.2809 0.5983 0.5983 3120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3505.36 0.00026929 15.121 1 1 6654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3688.75 0.0159624 198.182 1 1 5122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6032 3505.37 3.74201e-05 2.80596 1 1 6691
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4499 3707.21 0.00143987 254.129 1 1 5031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3503.22 0.00684209 1728.69 0.1609 0.1609 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3414.76 0.00069822 13.4428 0.5324 0.5324 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3315.51 0.0169132 1148.87 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3368.09 0.0246175 333.79 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3689.44 0.00661006 84.4897 0.3995 1 5237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3654.94 0.00022286 50.942 0.3365 0.3365 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3707.36 0.00115842 50.1545 1 1 5136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3522.7 0.00105056 199.008 1 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3415.08 0.0043509 137.585 3.139 0.3139 5001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3375.39 0.00246257 333.648 0.2196 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3689.93 0.0037662 65.0588 1 1 5348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3417.35 0.0365154 457.315 1 1 665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3707.51 0.000151516 59.0217 0.5306 0.5306 5249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3655 0.0019015 83.1529 1 1 3342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3537.94 0.023386 608.076 1 1 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3415.39 0.000423142 44.1566 1 1 5109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3655.15 0.00945631 54.0291 1 1 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3477.9 0.00668167 1107.59 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3441.1 0.0112725 697.666 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3690 7.89801e-05 5.9059 1 1 5461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3707.56 7.46679e-05 36.4788 1.001 0.1001 5363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3546.62 0.040009 1771.45 0.47 1 1679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3415.48 0.000276301 29.1201 1 1 5221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3491.09 0.00705406 495.466 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3707.72 0.0017674 196.815 0.3734 0.3734 5479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3655.31 0.00306313 36.0186 1 1 3569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3518.74 0.0551046 1657.42 1 1 883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3690.01 0.00101415 34.4215 1.248 0.1248 5580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3554.07 0.00783151 246.625 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3415.63 0.000218457 20.3152 0.3916 0.3916 5335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3531.03 0.0267552 1596.41 1 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3557.56 0.00627584 217.534 1 1 993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3707.76 0.000933634 38.6431 0.9669 0.9669 5584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3690.06 0.000143161 21.4331 1 1 5692 3299 3655.52 0.0101105 110.258 1 1 3678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5103 3690.06 2.01484e-05 5.69605 1 1 5696
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 3556.99 0.028448 366.869 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3415.65 0.000118604 10.6486 1 1 5444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3655.65 0.00242519 63.6734 1 1 3786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3566.53 0.000798102 316.071 0.8715 0.8715 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3573.96 0.022171 245.389 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4916 3415.65 2.62628e-05 4.23603 1 1 5462
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5099 3707.91 0.000430563 49.1731 0.8021 0.8021 5696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3559.11 0.0119335 106.838 1 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3707.98 0.000138341 13.7342 1.443 0.1443 5808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3602.33 0.0210913 292.082 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3655.98 0.000490603 78.5069 0.7295 0.7295 3895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3581.28 0.00907879 612.029 1 1 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3564.22 0.0097654 274.199 1 1 2120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3708.03 0.000586622 34.2685 1 1 5918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3656.42 0.00104183 123.948 0.71 0.71 4002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3625.29 0.0685332 1010.41 1 1 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3569.17 0.00377651 252.17 0.8604 0.08604 2236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3595.09 0.00551415 604.341 0.5089 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5349 3708.04 0.000127752 4.56143 1 1 5972
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 3656.96 0.00028177 51.4661 1 1 4113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3648.72 0.0161688 775.962 0.4393 0.4393 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3599.19 0.00494757 295.379 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3572.16 0.0177022 332.855 1 1 2353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3657.02 0.000335536 42.9808 1 1 4226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3670.13 0.0204015 1215.19 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3604.29 0.00157382 242.664 1 1 1551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3657.2 0.00242289 27.8162 1 1 4337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3573.11 0.00212481 78.8034 2.316 0.2316 2466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3675.51 0.00501918 126.295 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3606.56 0.000435843 121.061 1 1 1658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3657.64 0.0242966 129.532 1 1 4445
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3575.44 0.00123846 166.996 0.9477 0.9477 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3680.55 0.000377415 123.214 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3608.57 0.00088893 118.839 1 1 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3576.46 0.00430716 292.86 1 1 2685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3658.02 0.000690286 26.9281 1 1 4554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3697.01 0.0129869 180.877 1 1 1771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3658.33 0.0017072 61.2664 1 1 4664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3578.11 0.000749511 78.0966 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3614.12 0.00324763 403.741 1 1 1876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3703.1 0.00455483 1329.04 0.2577 0.2577 1881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3658.51 0.000225748 22.8336 1 1 4778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3579.58 0.000610248 119.618 1 1 2917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3622.35 0.0241006 286.186 1 1 1989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3709.46 0.0421263 454.002 1 1 1993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3580.08 0.00180813 62.3646 1 1 3039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3650.33 0.0180711 717.41 0.157 1 2102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3658.84 0.000488337 100.835 1 1 4887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3711.09 0.0112036 284.244 1 1 2101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3656.41 0.000576502 90.4015 1 1 2214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3580.46 0.00119457 87.038 1 1 3151
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3658.91 8.35328e-05 19.6558 0.8357 0.8357 5001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3714.9 0.0029251 227.548 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3659.18 0.00336812 193.84 0.8467 0.8467 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3581.89 0.00902638 127.179 1 1 3259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3658.95 0.000839864 34.4412 1 1 5112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3718.47 0.00747406 456.67 0.3259 1 2322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4682 3658.98 0.000200226 5.5814 1 1 5206
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2199 3660.72 0.000138587 27.2864 1 1 2448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3582.74 0.000314778 62.3229 0.2518 1 3379
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3721.29 0.000767067 227.602 1 1 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3662.44 0.0034156 131.215 1 1 2563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3583.26 0.00249243 209.518 1 1 3490
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3726.19 0.0114305 96.837 1 1 2548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3663.23 0.0066513 95.4483 1 1 2670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3583.68 0.00131268 148.528 1 1 3601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3729.26 0.00403554 89.0194 1 1 2657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3584.42 0.00207467 158.74 1 1 3707
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3664.74 0.00289084 249.29 0.9536 0.9536 2774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3033.31 0.0346528 1044.46 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3730.51 0.0126499 252.606 1 1 2772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3584.79 0.00309114 85.9294 1 1 3818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3666.13 0.000912551 48.4624 1 1 2888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3213.35 0.0155473 277.97 0.9943 0.9943 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3731.78 0.000470557 39.441 1 1 2879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3585.1 0.00340087 32.074 1 1 3927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3668.12 0.0113879 133.224 1 1 3004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3363.46 0.0281525 317.304 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3732.16 0.000511614 83.3535 0.8958 0.8958 2989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3585.53 0.000287398 40.7006 1 1 4045
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665 2799 3668.93 0.00144607 84.0491 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3402.98 0.0029062 362.498 1 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3585.7 0.00106404 26.8511 1 1 4158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3732.26 0.000192467 47.2273 0.2174 1 3102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3669.22 0.00211376 149.509 1 1 3233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3134.19 0.040655 1294.95 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3439.84 0.0897557 312.013 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3670.03 0.00220731 39.889 1 1 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3586.14 0.000324915 34.5804 0.6177 0.6177 4276
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3732.57 0.000105008 33.1089 1 1 3223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3466.2 0.00904748 507.935 0.5392 0.5392 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3304.96 0.0200631 294.095 1 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3586.28 0.000799855 45.8078 1 1 4393
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3249.96 0.0454445 1757.76 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3670.26 0.000961182 24.9646 1 1 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
2999 3732.7 0.000936653 29.1242 1 1 3335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3491.6 0.0515629 1046.29 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3412.37 0.0106957 1158.11 0.2353 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3586.39 0.000771635 48.7819 0.506 1 4502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3670.7 0.011988 209.803 0.4739 1 3567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3474.71 0.0395764 1598.29 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3732.95 0.000240877 162.188 0.1864 1 3447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3380.5 0.039365 879.741 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3492.33 0.0316859 1447.14 0.752 0.752 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3586.62 0.00959236 226.744 1 1 4610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3558.6 0.00407534 246.083 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3671.26 0.000273587 32.1057 1 1 3674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3628.51 0.0491747 573.045 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3733.73 0.00332932 66.531 1 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3584.79 0.0369799 2360.48 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3527.68 0.00732441 937.488 0.199 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3585.04 0.0173087 294.23 1 1 998 4199 3587.46 0.00744757 57.0276 1 1 4723
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3671.99 0.00701062 146.148 1 1 3789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3734.1 0.000220912 25.331 0.949 0.949 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3746.12 0.000414637 329.662 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3742.19 0.000233621 201.676 1 1 463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3587.96 0.00326067 40.3641 1 1 4830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3672.31 0.00364679 181.82 1 1 3899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3563.27 0.00463054 239 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3593.64 0.0277219 372.041 1 1 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3734.17 2.42454e-05 5.89917 0.8331 0.8331 3783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3865.28 0.00488861 571.211 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3588.11 0.000141208 17.7219 1 1 4945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3790.5 0.0160006 1052.63 1 1 581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3607.85 0.0229154 435.826 0.5156 1 1223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3672.6 0.000351414 64.9464 1 1 4013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3589.97 0.0128737 685.605 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3734.22 0.00102315 64.1315 0.4534 0.04534 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3920.58 0.0017733 291.676 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3588.34 0.00124931 186.147 0.4513 1 5057
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3617.12 0.000938811 512.495 0.698 0.698 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3629.71 0.00654389 227.304 1 1 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3672.8 0.00067623 35.6128 1 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3812.41 0.00354317 1435.38 0.5935 0.5935 692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3734.47 0.000201263 47.8167 1 1 4009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3945.41 0.00704443 459.706 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3588.46 0.000973358 34.5963 1 1 5167
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3649.5 0.00527566 130.922 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3621.78 0.00983751 375.408 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3673.21 0.00238258 69.2714 0.2311 1 4247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3734.77 0.0010347 96.7422 0.3304 0.3304 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3862.37 0.0579848 943.375 1 1 804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4000.97 0.0266128 761.34 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3588.56 0.00162215 68.7238 1 1 5272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3685.29 0.0742152 1098.3 1 1 1133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3636.96 0.025306 975.554 1 1 1545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3735 0.00439475 162.466 1 1 4232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3673.63 0.000938823 63.9102 1 1 4363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3588.65 0.000508951 45.4503 1 1 5381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3886.91 0.00478288 243.315 0.3641 0.3641 921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4056.52 0.0327194 1443.58 0.4268 0.4268 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3651.57 0.0320239 1051.42 0.3604 0.3604 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3673.82 0.000125646 27.3298 1 1 4468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3749.71 0.00425351 217.687 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3588.67 8.97142e-05 29.9503 0.3614 0.7151 5497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3735.09 0.000161644 14.1138 1 1 4348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4086.78 0.0381115 454.186 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3978.87 0.0150661 3107.63 0.1144 1 1032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3668.36 0.00300698 884.678 0.3323 0.3323 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3674.04 0.000154504 11.59 1 1 4578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3588.7 3.92325e-05 25.043 0.4321 0.4321 5607
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3735.14 0.00472936 77.828 1 1 4464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3765.1 0.00690087 269.901 1 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4132.68 0.00474658 2390.13 1 1 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5037 3588.7 9.30936e-06 2.89998 1 1 5653
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 4016.57 0.024477 480.536 1 1 1143
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3676.8 0.00671407 509.159 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3674.11 0.000305404 27.1643 1 1 4690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3773.3 0.000695483 184.28 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3735.26 1.70208e-05 5.90898 1 1 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4144 3735.27 6.03695e-05 4.30043 1 1 4626
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1099 4163.72 0.0133558 592.435 0.7073 0.7073 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3359.57 0.0160602 1869.21 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4023.13 0.00598629 462.916 1 1 1255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3683.74 0.00256529 500.461 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3674.21 0.000574113 21.0836 1 1 4807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3779.56 0.000704093 113.33 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3605.66 0.0216255 568.331 1.63 0.163 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4185.75 0.00586852 543.766 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3674.54 0.00061611 85.1772 1 1 4919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4029.46 0.0456583 1925.61 1 1 1371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3688.58 0.0014789 335.341 1 1 2110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3783.48 0.00474481 256.329 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4192.08 0.0128123 846.789 1 1 1436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3721.82 0.010415 757.859 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3674.74 0.000173039 17.2432 0.8901 0.8901 5027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3692.24 0.01252 553.414 0.3651 1 2222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4035.78 0.0362712 503.867 1 1 1481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3784.53 0.00046783 100.946 0.4393 0.04393 1796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4195.18 0.00100761 109.69 0.9731 0.9731 1548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3674.81 0.000353757 20.8182 1 1 5137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3839.78 0.00996191 936.816 0.2519 0.2519 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3695.75 0.00366118 111.095 1 1 2330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3789.83 0.00325113 473.525 1 1 1903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4041.2 0.00695844 56.4167 1 1 1594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4208.18 0.00401451 784.944 0.6515 0.6515 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3674.89 3.20132e-05 18.356 1 1 5245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3958.79 0.027768 990.94 0.9037 0.9037 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3699.3 0.00602032 293.817 0.4822 0.4822 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3790.94 0.00204515 142.983 1 1 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4044.65 0.000806369 267.039 1 1 1699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3675.03 0.00604608 42.996 1 1 5351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4049.1 0.21968 3216.4 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3701.42 0.000562402 60.5977 0.9853 0.9853 2549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4216.15 0.00100383 136.396 1 1 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3806.01 0.00697404 124.771 0.401 1 2127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4051.86 0.00292522 126.256 1 1 1813
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3675.29 6.47082e-05 57.8274 0.3395 0.3395 5464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3704.33 0.00191511 87.3555 0.259 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4219.1 0.00650273 781.419 1 1 1877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4235.46 0.0589811 4847.76 1 1 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3811.94 0.0569239 817.779 0.8249 0.8249 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3675.62 0.0104239 105.497 1 1 5573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4054.42 0.00173136 235.702 1 1 1925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3705.27 0.000958248 50.8825 1 1 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4268.83 0.00116122 132.477 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4222.41 0.000393312 91.9587 1 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3814.97 0.00287516 130.844 0.4841 0.04841 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5076 3675.79 4.38558e-05 5.97714 0.9145 0.9145 5665
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2599 3706.05 0.012797 431.895 1 1 2885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4056.23 0.0022663 143.234 1 1 2037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4324.61 0.00987073 372.982 1 1 1006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4229.62 0.000287372 354.448 0.4172 0.4172 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3818.56 0.00968628 115.298 1 1 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3710.31 0.00212104 228.797 1 1 2997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4058.41 0.00131454 205.57 1 1 2148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4356.46 0.00373657 223.641 1 1 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4235.49 0.0018403 413.602 1 1 2223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3823.32 0.0332085 438.829 1 1 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3715.36 0.108447 1473.91 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4059.7 0.000833951 485.944 0.2747 1 2256
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4239.27 0.00208894 249.886 1 1 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4376.01 0.00242777 911.103 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3825.73 0.00195995 275.328 0.5474 0.5474 2682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3721.44 0.0162199 113.884 1.711 0.1711 3216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4382.37 0.00453875 224.46 1 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4062.66 0.000318935 73.7402 1 1 2366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4244.19 0.00351991 1576.21 0.5465 0.5465 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3827.28 0.00110805 117.719 1 1 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3723.9 0.0126254 56.6455 1 1 3329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4397.57 0.00914168 805.723 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4064.09 0.000949472 40.0907 1 1 2480
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4253.41 0.0025518 513.303 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3827.92 0.000882204 222.524 1 1 2901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3724.48 0.00347931 69.917 1 1 3442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4406.37 0.0031156 174.151 1 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4064.48 0.000164063 47.4123 1 1 2589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4286.9 0.00298263 966.635 0.1604 0.1604 2668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3828.6 0.00490131 95.7189 1 1 3007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3725.02 0.00258327 195.056 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4415.78 0.000531278 847.305 0.4784 0.4784 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3829.04 0.00011343 17.6412 1 1 3122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4290.1 0.0104108 195.725 1 1 2780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3725.2 0.00137673 18.9497 1 1 3657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4067.04 0.00217156 276.573 1 1 2703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4420.53 0.000642949 549.308 0.6454 0.6454 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3829.37 0.000762323 63.8087 1 1 3234 2599 4290.7 0.00942786 73.7881 1 1 2892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3725.37 0.00130448 63.5953 0.8412 0.8412 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4067.8 0.000260035 39.3768 1 1 2821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4422.83 0.0026759 466.417 1 1 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3830.03 0.00214814 106.372 1 1 3345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4292.1 0.00159195 329.505 1 1 3004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3725.55 0.00134734 34.049 1 1 3879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4069.38 0.00489718 511.061 1 1 2928
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4429.91 0.00198768 134.717 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3725.73 0.000827942 34.3239 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3830.53 0.00908367 173.54 1 1 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4295.86 0.0395401 1788.43 0.2569 1 3111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4070.26 0.00128633 209.372 0.2738 1 3044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4432.89 0.000388454 459.298 0.3118 0.3118 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3831.96 0.0440489 319.097 1 1 3556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3725.83 0.000111972 29.1043 0.7627 0.7627 4102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4299.1 0.00547412 260.127 10 1 3221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4435.55 0.00117652 162.68 1 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3392.42 0.0666065 1469.07 1 1 127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4070.86 0.0226757 476.448 1 1 3148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3834.28 0.000410628 47.2726 1 1 3665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3725.9 0.00029203 6.7254 1 1 4216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4299.93 0.0015133 46.0586 1 1 3330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4071.35 7.58044e-05 27.1197 1 1 3264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3834.56 0.000407221 31.303 0.6778 0.6778 3777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4439.77 0.125149 4639.65 1 1 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3613.46 0.00241692 1144.22 1 1 240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3725.97 6.46832e-05 9.59547 1 1 4336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4300.35 0.00222547 195.094 1 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3834.83 0.00050482 33.5796 1 1 3889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4071.69 0.000301539 78.2867 0.149 0.149 3377
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3767.74 0.0151626 2311.59 1 1 350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4460.34 0.00678105 403.8 1 1 2453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3726.03 0.00202653 196.471 1 1 4449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4301.05 0.000337795 201.73 0.2188 1 3556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3835.03 0.00207144 91.473 1 1 4001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4469.86 0.000776411 631.611 0.1437 1 2561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4073.7 0.0245929 96.3173 1 1 3484
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3966.11 0.0711299 892.941 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3726.14 0.000534985 56.6638 0.4934 0.4934 4569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4301.84 0.000625395 30.5832 1 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3837.15 0.00111795 49.1165 1 1 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4474.44 0.00406661 177.565 0.7316 0.7316 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4074.61 0.00488566 94.176 1 1 3600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 4039.26 0.0282181 1632.66 0.9558 0.9558 576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4193 3726.18 7.89425e-05 3.54628 1 1 4671
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 4302.18 0.000480209 58.5916 0.9931 0.9931 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4476.46 0.00331811 450.2 0.4654 0.4654 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3837.43 0.000956836 153.566 1 1 4228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4199.7 0.0084933 2210.8 0.1615 0.1615 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4076.2 0.0140347 253.645 1 1 3714
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4302.48 0.000197265 57.2623 0.2081 1 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4477.01 0.00138965 248.708 1 1 2897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3837.57 0.00118668 18.5361 1 1 4340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4282.49 0.0296652 3838.82 1 1 788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4077.17 0.00373269 180.735 1 1 3826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4302.7 0.00164953 69.6388 0.4948 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4477.76 0.0201567 310.564 1 1 3009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3837.67 0.00129036 79.086 1 1 4452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4320.61 0.175306 3269.26 1 1 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4302.87 2.88251e-05 25.0648 1 1 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4077.75 0.0051877 156.871 1 1 3938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3837.78 0.000744643 18.7502 1 1 4569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4478.27 0.000886758 126.111 1 1 3122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4361.55 0.000431477 196.696 0.5009 0.5009 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4302.98 0.00180819 86.8769 1 1 4238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4078.01 0.000717472 133.009 0.3788 0.3788 4056
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3838.34 0.000607774 213.394 0.8131 0.8131 4677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4479.03 0.00194626 138.638 1 1 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4372.35 0.00032585 170.79 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4303.13 0.000700508 140.262 1 1 4350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4078.17 2.36284e-05 22.9756 1 1 4166
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3838.49 0.000174503 26.6853 0.8597 0.8597 4789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4390.42 0.00440361 408.072 1 1 1230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4479.76 0.00287041 220.14 0.264 1 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4303.34 0.000327044 186.978 0.03826 1 4457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3838.76 0.000532931 103.01 0.2048 0.2048 4901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4078.25 0.00213562 292.811 0.4516 0.04516 4282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4480.29 4.77765e-05 54.0068 0.9659 0.9659 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4428.65 0.0130607 510.753 1 1 1344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4303.57 0.00394221 405.574 0.3119 1 4564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4480.66 0.000466134 38.1853 1 1 3559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4078.56 0.00382284 46.2009 1 1 4391
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4447.22 0.00201279 3399.95 0.1348 1 1458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4303.68 0.000285759 191.978 0.1725 1 4671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4481.26 0.000455503 172.29 0.3094 1 3663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3840.28 0.00719855 367.118 0.257 1 5016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4078.77 0.00063106 68.269 1 1 4504
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4470.17 0.00405234 446.498 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4018 4078.79 1.00856e-05 4.40626 1 1 4526
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4299 4303.81 2.37445e-05 6.95754 1 1 4786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4481.63 0.00106958 177.406 1 1 3767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4346 4303.82 4.30786e-05 5.65394 1 1 4838
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4599 3841.71 0.00141985 28.9328 1 1 5123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4479.76 0.000349597 116.22 1 1 1682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4482.27 0.000461056 128.575 0.998 0.998 3873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3842.13 0.00871252 177.161 0.2462 1 5234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4483.28 0.000462498 112.644 1 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4482.5 0.000615071 167.768 0.3795 1 3990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3842.44 7.09519e-05 19.5632 1 1 5342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4485.45 0.000244786 289.173 0.6014 0.6014 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4482.57 0.00057417 61.8799 1 1 4098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3842.61 0.0015226 31.6694 1 1 5463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4491.42 0.00255371 280.779 1 1 2021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4482.64 0.000225745 56.3615 1 1 4210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4493.4 6.8431e-05 70.684 0.7855 0.7855 2128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3842.82 0.00271024 22.4457 0.5096 1 5579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4482.78 0.00318919 101.148 1 1 4318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4497.03 0.00750526 499.253 1 1 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3842.88 0.000289092 33.3636 0.6675 0.6675 5692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4482.96 0.000302604 61.9051 0.5398 0.5398 4431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4503.6 0.00212807 275.724 1 1 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3842.93 0.000366563 86.6708 0.2541 1 5803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4483.24 0.000149388 24.8784 1 1 4542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4504.71 0.000382548 135.688 1 1 2461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3843 0.00082577 33.9717 1 1 5911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4483.5 0.000366862 89.8783 1 1 4658
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4508.9 0.0165628 1098.03 1 1 2573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3843.05 0.000412655 25.4609 0.2282 1 6027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4483.86 9.74614e-06 17.0934 0.8429 0.8429 4766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4510.33 0.000471009 108.495 0.5222 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3843.26 0.000232509 34.9448 1 1 6142
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4483.99 0.00451069 55.1142 1 1 4877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4510.62 0.00199098 187.611 0.5239 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3843.57 0.00110097 25.2758 1 1 6257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4484.05 4.40269e-05 18.4022 1 1 4985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3843.7 0.0139061 38.9378 1 1 6368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4510.96 0.000152691 40.2587 1 1 2911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 4484.08 0.000102561 15.8229 1 1 5097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4610 4484.08 3.61135e-05 5.17146 1 1 5111
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2699 4511.12 0.00170613 66.2571 1 1 3023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3844.09 0.00523031 43.6207 1 1 6482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3844.38 0.0111334 102.638 1 1 6591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4511.92 0.00668479 398.405 0.761 0.761 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3844.48 0.000529755 33.4321 1 1 6710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4513.95 0.0084701 1578.22 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3844.58 3.03127e-05 11.5019 1 1 6818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4514.96 0.000545598 62.7321 1 1 3353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3844.68 0.000244923 10.6411 0.7359 0.7359 6932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4515.33 0.000296425 30.8295 1 1 3467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3844.78 0.00116534 103.136 1 1 7044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4516.25 0.000281941 67.4818 1 1 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3844.84 7.16011e-05 9.6352 1 1 7157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4516.5 0.00344264 123.426 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6449 3844.86 1.23705e-05 4.15301 0.6115 0.6115 7211
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 4516.55 0.000290373 19.4708 1 1 3799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4516.65 7.63132e-05 16.8361 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4516.7 0.000851378 65.2526 1 1 4023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4516.9 0.000429213 40.1311 1 1 4139
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4517 0.00484782 39.0326 1 1 4251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4517.11 5.52038e-05 19.7647 1 1 4367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4517.14 0.000149645 47.2228 1 1 4479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4517.19 0.00030201 17.4515 1 1 4587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4517.25 0.00118039 72.1382 1 1 4698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4202 4517.25 2.18112e-05 5.35424 1 1 4702
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
INFO:prophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. INFO:prophet:Making 58 forecasts with cutoffs between 2015-06-12 00:00:00 and 2020-02-16 00:00:00 WARNING:prophet:Seasonality has period of 365.25 days which is larger than initial window. Consider increasing initial. INFO:prophet:Applying in parallel with <concurrent.futures.process.ProcessPoolExecutor object at 0x7fb9391cdd90>
Initial log joint probability = -14.5633
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3393.2 0.0199882 456.697 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3508.96 0.0237777 1639.25 0.327 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3569.92 0.0191535 229.812 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3599.05 0.00402379 166.345 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3743.84 0.00111384 727.299 0.7398 0.7398 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3858.48 0.0151782 1156.93 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3907.02 0.0075446 1120.13 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3940.64 0.00832754 699.656 0.1289 1 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3972.89 0.0155437 312.281 0.3303 0.3303 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3989 0.0301512 420.778 0.4716 1 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4002.6 0.00430824 370.578 1 1 1237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4049.45 0.0111694 584.653 0.7813 0.7813 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4065.01 0.0104473 495.357 1 1 1463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4072.06 0.000394526 103.569 1 1 1575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4076.81 0.0187723 172.411 1 1 1687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4081.12 0.00130374 73.3531 1 1 1795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4083.77 0.00292216 121.195 0.8288 0.8288 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4088 0.000336525 72.7283 1 1 2013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4099.03 0.0327969 387.087 0.5047 1 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4107.71 0.00136908 112.164 1 1 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4110 0.00188859 75.8234 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4111.93 0.00793088 317.062 1 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4113.32 0.00395169 267.057 1 1 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4115.95 0.00160021 61.4609 1 1 2666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4117.35 0.000167619 37.613 1 1 2781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4118.2 0.00513547 308.182 0.8577 0.08577 2897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4119.06 0.001496 127.753 1 1 3008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4120.84 0.00151555 374.929 0.3304 0.3304 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4121.75 0.00048398 26.6969 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4124.66 0.00140076 82.0217 0.3429 1 3344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4126.57 0.00372892 308.114 1 1 3460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4126.99 0.000233698 26.4162 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4127.58 0.000649653 48.8563 1 1 3684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4128.23 0.000258169 18.923 1 1 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4130.98 0.0246508 395.427 1 1 3909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4131.85 0.00071921 54.3537 1 1 4024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4132.48 0.00106042 193.31 0.3504 1 4134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4133.65 0.00314046 65.1031 1 1 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4133.84 0.000309388 110.455 0.4194 0.4194 4360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4134 0.000581173 101.716 1 1 4469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4134.06 0.000485559 36.2769 0.4248 0.4248 4582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4134.19 0.000472516 45.0639 1 1 4694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4134.28 0.000736559 23.8405 1 1 4808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4134.3 0.000301906 19.5661 1 1 4921
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 4134.34 0.000650169 17.0643 1 1 5035
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4513 4134.34 0.000161544 2.82578 1 1 5050
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -2.96026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.32958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 617.509 0.00174257 37.8383 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 509.922 0.0012707 151.124 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 622.262 0.0715296 241.385 0.7916 0.7916 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 517.04 0.00855607 454.679 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 519.763 0.00509055 504.983 0.3106 0.3106 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 626.308 0.00995378 95.7353 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.97496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 626.893 0.000533547 12.5392 0.7615 0.7615 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 523.991 0.0105293 169.487 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 628.082 0.0463933 69.3801 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 698.869 0.00512378 34.8236 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 525.639 0.00339828 35.9968 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 628.261 0.0033885 23.9952 0.6984 0.6984 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 526.209 0.00303719 107.748 1 1 653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 628.484 0.000839506 16.6066 0.5472 0.5472 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 526.681 0.000398275 27.7158 0.8248 0.8248 757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 707.211 0.287264 580.015 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 628.845 0.000568496 6.1263 1 1 886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 527.987 0.000288583 61.0873 1 1 868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 628.993 0.000744755 17.0825 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
921 629.003 4.91764e-06 3.99435 3.754e-07 0.001 1063 LS failed, Hessian reset
299 711.495 0.00191429 44.6251 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 528.576 0.00501801 146.313 0.8548 0.8548 980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 629.563 0.00444993 67.4145 1 1 1157
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.70753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 712.337 0.00318105 63.8198 1 1 440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 629.715 0.0011852 13.2319 0.79 0.79 1266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 529.866 0.0146383 252.304 1 1 1090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1102 629.717 1.29414e-05 11.7446 3.934e-07 0.001 1315 LS failed, Hessian reset
499 712.767 0.00142544 63.1851 0.643 0.643 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.62945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 629.748 0.00113438 14.6515 1 1 1421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 854.86 0.00175045 83.8056 0.2282 1 120 99 782.497 0.000891178 20.2827 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 629.782 1.44374e-05 4.34722 1 1 1543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.7266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 535.371 0.0160006 107.423 1.007 0.1007 1199
599 714.011 0.0004768 59.1403 0.1014 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 629.948 0.00219544 27.8376 0.5122 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 788.938 0.00300235 112.06 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 630.002 0.000406441 7.37248 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 537.522 0.000478212 16.6303 0.9654 0.9654 1307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 789.465 0.030709 70.6627 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.55267
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 630.097 0.0018529 20.9394 1 1 1884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 928.886 0.0842713 201.016 0.9672 0.9672 137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 864.066 0.0110564 16.3623 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 537.725 0.000891532 93.6556 1 1 1422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 580.728 0.00158859 98.9794 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 630.177 0.000211169 14.6691 0.7311 0.7311 1994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 789.708 0.0032708 13.4349 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 716.059 0.0169852 61.9882 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 630.247 0.00513797 7.02554 0.8655 0.8655 2105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 539.237 0.00124899 27.6315 1 1 1529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 717.156 0.00328647 32.421 0.4093 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 539.36 8.79898e-05 23.2959 1 1 1639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 864.229 0.00493224 60.7814 1.831 0.1831 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 630.341 0.000384808 19.5942 1 1 2212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 585.949 0.0100753 487.726 0.6309 0.6309 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 717.297 0.00090624 45.9423 0.408 0.408 993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 630.412 2.03868e-05 3.0278 1 1 2319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 790.775 0.00456769 215.662 0.5367 0.5367 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 540.091 0.00344461 67.4227 1 1 1747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -2.1381
399 864.518 0.00140973 75.5729 0.1159 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2043 630.418 2.6906e-05 11.0303 2.227e-06 0.001 2414 LS failed, Hessian reset
1699 540.501 0.000316681 12.1359 1 1 1852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 435.544 0.00169344 220.759 0.2404 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 588.662 0.00540067 195.759 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 931.935 0.000156081 8.78797 0.9958 0.09958 252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 630.429 0.000116005 6.94628 1 1 2479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 437.835 0.0158751 153.186 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 791.004 0.00210489 44.1586 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 593.412 0.000908684 32.7898 0.8406 0.8406 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 447.074 0.000143381 27.955 0.1587 0.9984 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 717.768 0.000591509 16.2941 1 1 1101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2195 630.453 1.03929e-05 14.2419 6.266e-07 0.001 2640 LS failed, Hessian reset
2199 630.454 7.05308e-05 6.97874 1 1 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 865.205 0.00409792 75.4762 0.4698 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
245 933.467 2.41618e-05 39.7704 5.666e-07 0.001 349 LS failed, Hessian reset
399 450.712 0.0247723 178.227 1 1 460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 791.427 0.0768548 97.504 1 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 717.949 0.000853055 10.9529 1 1 1209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 451.883 0.0019149 121.339 1 1 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 597.299 0.0123744 187.924 1 1 549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 630.469 0.000204404 5.09159 1 1 2774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 540.834 0.000375405 36.7015 1 1 1962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 718.038 8.66917e-05 22.7471 0.1692 0.1692 1316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 599 452.579 0.00221788 46.1091 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 598.129 0.000160748 16.2195 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 630.477 2.15585e-05 3.63028 0.6624 0.6624 2883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 453.262 0.00224199 58.3827 1 1 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2442 630.48 2.88778e-05 11.1837 2.606e-06 0.001 2978 LS failed, Hessian reset
599 865.639 0.00364997 61.4066 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 541.061 0.00664996 275.191 0.3266 0.3266 2069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 455.769 0.028094 489.634 1 1 890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2472 630.483 5.68545e-06 5.28474 1.121e-06 0.001 3068 LS failed, Hessian reset
2499 630.486 0.000179583 13.5032 1 1 3098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 457.236 0.0145681 234.336 0.9847 0.9847 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2524 630.489 5.75758e-06 2.80401 2.944e-06 0.001 3165 LS failed, Hessian reset
2599 630.494 0.00485561 31.313 1 1 3260
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2604 630.505 2.58068e-05 31.9847 4.951e-07 0.001 3321 LS failed, Hessian reset
2699 630.521 0.000101243 3.15574 1 1 3430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 934.064 6.07008e-05 14.9701 0.1585 0.1585 409
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 599.19 0.00158526 63.0736 1 1 771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 457.586 5.67787e-05 24.4151 1 1 1108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
310 934.066 3.64895e-06 6.81924 3.711e-07 0.001 468 LS failed, Hessian reset
2743 630.527 4.42009e-06 5.67927 4.689e-07 0.001 3528 LS failed, Hessian reset
667 866.428 2.39633e-05 41.2174 5.116e-07 0.001 782 LS failed, Hessian reset
699 866.474 0.0134489 56.6374 1 1 817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 599.801 0.000269385 165.211 0.258 0.258 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 630.531 2.65727e-05 7.9145 0.8202 0.8202 3598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 541.492 0.000881293 33.5047 1 1 2174
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 457.884 0.00217563 35.9314 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 541.609 0.000177578 24.7102 1 1 2287
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 718.232 0.000717168 62.8636 1 1 1430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
786 792.57 1.13395e-05 19.3318 4.322e-07 0.001 919 LS failed, Hessian reset
799 792.575 0.000204627 19.6443 1 1 933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 601.002 0.00110081 23.4037 1 1 987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 541.657 0.00148972 95.6754 0.2662 1 2399
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 793.835 0.00319824 81.1652 1 1 1044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1163 458.087 4.43441e-06 11.5464 4.616e-07 0.001 1333 LS failed, Hessian reset
999 601.119 0.00204252 20.2186 0.7334 0.7334 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 458.12 0.000437132 34.1418 1 1 1373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
379 934.581 8.33948e-06 12.6367 7.957e-07 0.001 589 LS failed, Hessian reset
782 867.079 2.80331e-06 4.0108 1.259e-06 0.001 978 LS failed, Hessian reset
2823 630.532 7.95391e-06 10.2846 5.515e-07 0.001 3667 LS failed, Hessian reset
399 934.593 0.000787046 19.56 1 1 610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 601.546 0.00113471 58.6368 1 1 1215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 541.954 0.00111918 42.8302 1 1 2504
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
423 934.693 9.54272e-06 17.199 5.288e-07 0.001 712 LS failed, Hessian reset
799 867.09 0.000177326 3.35985 1 1 998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 718.36 7.56533e-05 16.134 1 1 1537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 630.534 7.88416e-05 5.87871 0.7482 0.7482 3751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 542.176 0.000233398 17.5391 1 1 2608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 542.24 0.000709515 19.1754 1 1 2711
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 458.546 0.00102648 130.899 0.6537 0.6537 1477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 630.831 0.070399 114.673 1 1 3859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 718.427 0.00032915 21.1397 0.7276 0.7276 1648
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 542.541 0.00333428 31.289 1 1 2823
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3043 630.88 2.22179e-05 28.3739 4.92e-07 0.001 3952 LS failed, Hessian reset
1399 459.096 0.00118546 32.3658 1 1 1586 3099 630.904 0.000232042 5.45623 0.8816 0.8816 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
824 867.179 6.497e-06 11.3642 4.876e-07 0.001 1076 LS failed, Hessian reset
1599 718.478 0.00134717 22.5991 0.7331 0.7331 1762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 999 794.087 0.00834657 49.6067 1 1 1161
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
465 934.848 4.92724e-05 24.0748 1.686e-06 0.001 798 LS failed, Hessian reset
3199 630.915 0.000242118 20.1627 1 1 4121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 934.981 0.00789562 20.3911 0.7904 0.7904 844
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 602.155 0.00880066 93.1135 0.3789 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1065 794.204 3.03793e-06 5.457 5.281e-07 0.001 1283 LS failed, Hessian reset
1499 459.228 5.01245e-05 18.9175 1 1 1692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
880 867.224 2.48078e-06 3.99085 3.13e-07 0.001 1181 LS failed, Hessian reset
3299 630.949 3.5315e-05 7.631 0.4858 0.4858 4247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 867.231 6.86862e-05 3.02019 1 1 1203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 794.231 0.000105558 29.0168 1 1 1321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 542.705 0.000964348 63.9191 0.7692 0.7692 2928
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 718.525 0.00344771 9.73196 0.4869 1 1871
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 630.957 4.516e-05 4.51735 1 1 4370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 794.785 0.00147989 157.342 1 1 1433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1754 718.663 6.97445e-06 12.2727 5.877e-07 0.001 1983 LS failed, Hessian reset
3417 630.958 5.75317e-06 6.91007 8.128e-07 0.001 4435 LS failed, Hessian reset
2799 542.78 1.37077e-05 17.6518 0.1573 0.1573 3038
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 459.634 0.00180259 104.743 1 1 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 718.736 0.00140255 33.3072 0.9125 0.9125 2033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3490 630.959 1.13511e-06 1.47932 1 1 4523
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
524 935.015 1.60353e-05 11.4076 2.068e-06 0.001 957 LS failed, Hessian reset
1299 794.854 0.0121577 50.2304 1 1 1538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 459.744 0.000117285 4.05206 1 1 1912
1299 603.207 0.000893019 64.1006 0.8019 0.8019 1448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 542.961 4.12587e-05 18.4737 1 1 3145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 795.075 0.00721052 56.437 0.7686 0.7686 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
973 867.37 4.36546e-06 7.97873 5.915e-07 0.001 1335 LS failed, Hessian reset
599 935.161 0.000103767 3.38506 1 1 1047
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 718.757 0.000506086 14.028 1 1 2149
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 867.387 0.000469646 13.4146 0.3078 1 1364
1726 459.747 1.49376e-05 6.14266 3.85e-06 0.001 1980 LS failed, Hessian reset
2999 543.057 0.000267358 8.6048 1 1 3253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 603.297 9.05684e-05 13.0272 1 1 1554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 459.833 1.28275e-05 9.66254 1 1 2063
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
634 935.423 1.08771e-05 19.6775 6.17e-07 0.001 1142 LS failed, Hessian reset
3099 543.09 0.00109832 59.6005 1 1 3368
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 603.438 0.000555044 48.3257 1 1 1661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 460.064 0.0221903 162.028 1 1 2173
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 543.213 0.000646305 12.7264 1 1 3479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 718.789 0.00232379 43.9647 1 1 2264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 603.904 0.000762842 115.443 0.6665 0.6665 1766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 795.182 0.000602398 9.54799 0.5064 1 1772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 935.476 0.00136643 39.7909 0.975 0.975 1213
1999 460.721 0.000818749 69.5952 0.2561 1 2284
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 867.506 0.000109581 8.75274 1 1 1482
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 604.254 0.000229561 66.3587 0.2965 0.2965 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 543.419 6.96463e-05 51.8595 0.3533 0.3533 3598
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 795.216 0.000189042 19.5921 1 1 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 604.519 0.00584954 76.7082 0.6832 0.06832 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 867.534 0.000520578 7.22427 1 1 1590
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2071 718.831 8.91408e-06 13.948 5.943e-07 0.001 2393 LS failed, Hessian reset
2099 461.283 9.66254e-05 18.4426 1 1 2390
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 718.838 0.000621596 19.077 0.9195 0.9195 2425
3399 543.515 0.00299333 54.2674 0.9483 0.9483 3704
1699 795.264 0.000377786 15.517 0.2078 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 461.544 0.000313249 34.5464 0.4347 1 2497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
707 935.481 1.77974e-05 20.6443 2.603e-07 0.001 1270 LS failed, Hessian reset
1899 604.862 0.000639444 21.8653 0.8676 0.8676 2106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1744 795.269 2.73643e-06 3.85475 9.819e-07 0.001 2128 LS failed, Hessian reset
2299 461.694 0.000585618 60.6145 1 1 2608
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 543.631 6.83174e-05 19.2834 1 1 3811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 795.272 0.00111069 4.37734 1.36 0.136 2199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1254 867.595 1.47562e-05 5.5863 2.213e-06 0.001 1704 LS failed, Hessian reset
2399 461.96 0.00144801 29.9769 0.4926 0.4926 2721
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1845 795.334 2.46852e-05 26.1323 1.337e-06 0.001 2292 LS failed, Hessian reset
2165 718.842 2.36255e-06 3.55852 6.781e-07 0.001 2554 LS failed, Hessian reset
2499 462.01 0.000105634 15.0106 1 1 2832
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 718.845 1.82611e-05 3.58291 0.4439 0.4439 2591
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2201 718.845 1.99971e-06 1.46061 0.4892 1 2594
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 605.008 0.00481055 31.3593 1 1 2215
1299 867.628 0.00157681 50.8577 1 1 1750
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 935.553 0.00470271 128.181 0.8882 0.8882 1371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 543.717 0.00148239 84.5603 0.8797 0.8797 3926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 543.751 0.00346965 46.729 1 1 4033
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 605.065 0.000204423 23.7504 1 1 2327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 462.092 0.000159942 18.88 0.696 0.696 2946
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1358 867.662 1.88974e-06 3.52851 5.671e-07 0.001 1860 LS failed, Hessian reset
3799 543.824 0.000876749 18.9704 1 1 4144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 867.746 0.0012571 25.2284 0.3644 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 462.166 0.000860662 42.5523 1 1 3059
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 935.634 0.000395524 11.1487 0.1907 1 1502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1428 867.753 1.64899e-06 2.69743 3.193e-07 0.001 1986 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3899 543.923 0.00763814 22.6442 1 1 4249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 605.269 0.00468987 95.7275 0.314 1 2438
1899 795.367 0.000715639 13.6864 0.6024 0.6024 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
941 935.69 5.47997e-06 8.01082 8.349e-07 0.001 1595 LS failed, Hessian reset 2799 462.224 0.000228723 15.5781 1 1 3169
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 544.011 0.00212722 11.7121 1 1 4358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 462.271 0.000402398 24.9289 0.3441 1 3283
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 462.312 0.000742829 16.4986 1 1 3395
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 544.052 0.000767664 99.6261 0.3709 0.3709 4477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 605.409 0.00492494 149.087 1 1 2548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 935.752 0.00429275 41.9228 1 1 1660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4141 544.095 1.73967e-05 33.665 8.079e-07 0.001 4564 LS failed, Hessian reset
3099 462.602 5.25172e-05 8.89747 0.61 0.61 3502
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2399 606.296 0.00139883 21.1118 0.5854 0.5854 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 544.127 0.00279468 57.9138 1 1 4625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 462.922 7.51322e-05 87.929 0.6137 0.6137 3609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1987 795.387 3.31664e-06 5.68731 4.087e-07 0.001 2491 LS failed, Hessian reset
1999 795.388 2.67491e-05 3.88146 1 1 2505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 606.856 0.00134479 27.1877 0.4041 0.4041 2769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4244 544.143 7.21063e-06 4.18917 1.267e-06 0.001 4718 LS failed, Hessian reset
4299 544.149 8.21537e-05 12.2548 0.4683 0.4683 4779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 607.002 0.00417654 20.479 1 1 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 795.396 8.10548e-05 7.86931 1 1 2634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 544.16 0.000168567 5.76879 0.9006 0.9006 4889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 463.01 0.00293645 22.649 1 1 3726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 607.121 0.00106207 18.4849 1 1 2997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2108 795.397 2.51921e-06 2.88881 1.023e-06 0.001 2683 LS failed, Hessian reset
2109 795.397 1.68822e-06 1.34642 1 1 2684
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3399 463.311 0.0022606 46.7225 1 1 3833
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 544.181 0.000173184 9.04047 1 1 5000
1096 935.842 3.88662e-06 6.77754 3.317e-07 0.001 1816 LS failed, Hessian reset
1099 935.842 4.03954e-06 2.95317 1 1 1819 2799 607.188 0.00103602 17.5865 0.8023 0.8023 3110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 463.382 0.00160459 28.0842 1 1 3942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 607.332 0.000182724 7.66188 0.1589 0.9121 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 463.528 0.013891 85.4277 1 1 4060
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2900 607.332 4.13792e-06 9.02961 5.401e-07 0.001 3271 LS failed, Hessian reset
3699 463.565 0.00205233 47.2574 1 1 4168
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 607.371 0.00272034 49.1788 1 1 3380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 463.624 0.000196375 16.2522 0.1567 1 4277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 935.895 0.000520138 3.80481 1 1 1939
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 544.221 6.30236e-05 6.13026 1 1 5114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1224 935.91 8.04597e-06 13.3368 2.997e-07 0.001 2020 LS failed, Hessian reset
3899 463.652 5.14838e-05 17.3185 0.872 0.872 4389
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1250 935.919 1.53029e-06 3.16949 4.407e-07 0.001 2099 LS failed, Hessian reset
3999 463.729 0.000384061 8.27735 1 1 4497
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1268 935.924 1.37089e-06 2.93 5.392e-07 0.001 2165 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4699 544.251 0.000186976 13.6652 1 1 5226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 607.417 2.82918e-05 6.40484 1 1 3487
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 544.264 9.60603e-05 8.07041 0.03005 1 5342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 544.271 2.18461e-05 5.68085 1 1 5457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 607.508 0.0102461 76.81 1 1 3604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 463.788 0.00133399 21.8616 1 1 4602
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4936 544.275 1.34483e-06 4.18361 1.998e-07 0.001 5537 LS failed, Hessian reset
3299 607.577 0.000691 61.3412 1 1 3724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 607.66 0.0002691 63.8754 0.1416 1 3841
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 463.826 5.54584e-05 13.2579 0.7575 0.7575 4719
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 544.277 0.00215382 27.1432 1 1 5605
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3459 607.686 1.17712e-05 27.995 2.521e-07 0.001 3960 LS failed, Hessian reset
4299 463.844 0.000133232 12.9384 1 1 4828
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5010 544.278 2.07151e-06 7.23955 2.312e-07 0.001 5659 LS failed, Hessian reset
3499 607.696 0.000680861 21.715 1 1 4004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 463.903 0.000776198 62.5053 0.3796 0.3796 4942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 544.284 4.66167e-05 3.49147 1 1 5764
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 607.715 0.000580798 19.3082 10 1 4118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 463.944 0.000267694 23.2248 1 1 5051
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3611 607.722 2.13352e-06 3.82593 6.394e-07 0.001 4184 LS failed, Hessian reset
4599 463.964 0.000804285 5.23981 1 1 5160
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 463.984 0.000168661 15.2621 1 1 5265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 544.309 0.00645383 27.5014 1 1 5877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 463.989 4.46638e-06 4.0252 0.1957 0.1957 5379
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 544.359 0.00106783 16.7188 1 1 5983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3687 607.731 2.95085e-06 1.96763 1.256e-06 0.001 4325 LS failed, Hessian reset
4899 464.033 0.00176237 25.37 1 1 5495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 544.39 3.89365e-05 2.71764 1 1 6087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 607.732 6.18784e-05 8.4131 1 1 4337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4920 464.052 2.5142e-06 5.06668 1.607e-07 0.001 5566 LS failed, Hessian reset
5499 544.454 0.00162865 43.8523 1 1 6192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 607.738 1.44204e-05 4.11479 0.5813 0.5813 4466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3801 607.738 1.24086e-06 3.02701 5.895e-07 0.001 4509 LS failed, Hessian reset
4999 464.119 0.000677136 129.789 0.1148 0.5261 5649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3829 607.739 4.35429e-06 9.19974 4.415e-07 0.001 4586 LS failed, Hessian reset
5099 464.155 0.000139194 12.9529 1 1 5763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 3852 607.741 1.70991e-06 3.81049 6.822e-07 0.001 4658 LS failed, Hessian reset
5599 544.487 2.65479e-05 3.53406 0.3749 0.9279 6302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 607.742 1.39694e-05 7.56544 0.4491 0.4491 4712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 544.525 0.000348281 4.28509 1 1 6421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 464.163 1.02911e-05 3.68661 1 1 5881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3970 607.769 1.58632e-05 40.8796 2.949e-07 0.001 4836 LS failed, Hessian reset
3999 607.793 0.000582734 36.2059 0.2876 0.9892 4869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 464.166 3.62858e-06 2.29929 0.327 0.327 6000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 544.549 0.00112289 53.7626 1 1 6529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 607.82 0.00053148 14.3013 1 1 4977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5863 544.556 9.55768e-07 3.2839 1.932e-07 0.001 6643 LS failed, Hessian reset
5899 544.559 7.07634e-05 23.6617 1 1 6684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5395 464.18 4.07382e-06 7.93405 5.785e-07 0.001 6150 LS failed, Hessian reset
5399 464.18 4.65834e-05 26.6139 1 1 6154
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4163 607.83 2.13148e-06 5.05726 2.496e-07 0.001 5096 LS failed, Hessian reset
5999 544.564 1.62075e-05 7.24681 1 1 6800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 607.832 4.57835e-05 8.11609 1 1 5134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5478 464.19 1.17207e-06 3.52532 2.294e-07 0.001 6295 LS failed, Hessian reset
6099 544.569 2.7992e-05 4.97304 0.5567 1 6917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4220 607.836 3.06042e-06 7.04876 2.384e-07 0.001 5201 LS failed, Hessian reset
5499 464.191 1.88081e-05 4.79963 1 1 6319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 544.581 0.000876428 24.7097 0.2155 0.2155 7034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 607.843 0.000475893 13.2165 1 1 5294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6227 544.606 2.07962e-06 6.34393 2.571e-07 0.001 7122 LS failed, Hessian reset
5599 464.206 0.000271251 13.565 1 1 6429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 4399 607.848 0.000170507 14.4189 1 1 5416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6276 544.619 7.34094e-06 19.7211 1.642e-07 0.001 7217 LS failed, Hessian reset
6299 544.621 3.73846e-05 11.2122 1 1 7242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 464.213 4.06179e-05 5.40171 1 1 6552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 544.629 7.5512e-05 2.28653 1 1 7354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5737 464.215 2.21152e-06 6.69713 2.752e-07 0.001 6661 LS failed, Hessian reset
4408 607.848 9.68371e-07 2.53111 2.801e-07 0.001 5473 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5799 464.217 0.000189343 24.6561 0.1703 0.1703 6733
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5817 464.22 1.03381e-06 2.80668 2.01e-07 0.001 6812 LS failed, Hessian reset
5841 464.221 3.41436e-06 1.1029 1 1 6838
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
6499 544.643 0.00052093 24.746 1 1 7464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 544.671 1.72856e-06 9.13022 0.02107 0.002107 7575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6682 544.678 1.83612e-06 5.58095 1.838e-07 0.001 7719 LS failed, Hessian reset
6699 544.682 1.46911e-05 11.3335 0.5641 0.5641 7738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6774 544.685 2.59267e-06 5.18927 5.816e-07 0.001 7869 LS failed, Hessian reset
6799 544.686 0.000177337 5.66027 1 1 7897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6873 544.688 8.6358e-07 3.11732 2.249e-07 0.001 8030 LS failed, Hessian reset
6899 544.689 0.000324889 25.5413 1 1 8057
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6908 544.69 1.19902e-06 3.07918 5.418e-07 0.001 8110 LS failed, Hessian reset
6999 544.693 0.0001393 7.15422 1 1 8208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7051 544.7 8.16216e-06 23.8224 3.023e-07 0.001 8312 LS failed, Hessian reset
7099 544.707 4.70944e-05 10.1144 1 1 8366
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7199 544.713 8.04867e-05 5.61998 1 1 8477
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7216 544.714 1.0699e-06 3.55237 3.942e-07 0.001 8543 LS failed, Hessian reset
7292 544.719 4.1503e-06 12.9667 3.608e-07 0.001 8673 LS failed, Hessian reset
7299 544.72 9.94255e-06 7.3096 0.4733 0.4733 8681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7379 544.723 2.27498e-08 13.6935 1.1e-05 0.6408 8785
Optimization terminated normally:
Convergence detected: relative change in objective function was below tolerance
Initial log joint probability = -4.02891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 965.158 0.00303484 92.611 1 1 126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 979.454 0.063596 363.36 0.495 1 239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 981.18 0.00902384 50.4635 1 1 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.48594
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
380 984.302 1.45099e-05 26.005 2.847e-07 0.001 484 LS failed, Hessian reset
399 984.497 0.00134842 105.853 1 1 504
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1027.99 0.000300348 37.5621 1 1 124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.17795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.13698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 985.121 0.00990435 204.275 1 1 616
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1094.24 0.00161126 63.9065 1.635 0.1635 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1033.01 0.0167317 168.025 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 988.115 0.0125674 43.8072 1 1 730
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1109.92 0.00351761 482.13 0.678 0.678 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1105.94 0.00272443 323.684 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1041.21 0.0386777 201.929 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
688 988.667 5.29133e-05 39.7703 4.422e-06 0.001 868 LS failed, Hessian reset
699 988.755 0.0012194 30.5809 1 1 879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1159.49 0.00165025 43.663 0.4922 0.4922 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1107.64 0.0499172 224.461 4.865 0.4865 328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1043.6 0.0188266 121.17 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 989.196 0.00180029 67.8351 1 1 994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1161.25 0.00837883 250.465 1 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1112.21 0.000933969 32.4658 0.3043 1 438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1044.02 0.0164833 248.341 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
849 990.701 1.51686e-05 31.1369 5.869e-07 0.001 1099 LS failed, Hessian reset
899 990.906 0.00220651 112.785 1 1 1152
499 1113.58 0.00754417 66.6254 1 1 546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1164.02 0.00505881 208.665 1 1 454
599 1048.45 0.00950076 144.712 0.326 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 992.101 0.010193 31.2587 1 1 1262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1007 992.103 4.29216e-05 13.6674 9.066e-06 0.001 1347 LS failed, Hessian reset
699 1051.09 0.017099 279.623 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1114.06 0.000184942 6.58657 0.5304 0.5304 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1167.84 0.00216304 35.2929 0.6445 0.6445 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
601 1114.06 3.08632e-06 6.83429 2.904e-07 0.001 709 LS failed, Hessian reset
Initial log joint probability = -3.69798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 992.371 0.000655455 91.5284 0.4253 0.4253 1449
799 1054.17 0.0315395 58.5359 0.4703 1 888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1168.6 0.0255565 84.4019 1 1 687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1176.73 0.00503902 186.825 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1114.59 0.000549764 18.412 0.3774 0.3774 820
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 992.7 0.000523243 6.38466 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1054.69 0.00057608 14.2265 1 1 999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1169.32 0.0126109 118.79 0.394 1 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1114.93 0.0345862 149.945 1 1 924
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1197.75 0.0192344 184.349 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1238 992.716 1.34978e-05 2.84971 0.3167 0.9284 1606
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
799 1169.5 0.000370402 12.1303 1 1 908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1054.88 0.00147858 22.7287 1 1 1106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1116.1 0.0175768 64.1456 0.4238 1 1044
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1229.57 0.00447724 38.0449 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1169.57 0.00270121 18.9364 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1055.28 0.000772185 17.5668 0.7093 0.7093 1221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1116.66 0.0286381 168.348 1 1 1152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1232.17 0.0155522 302.975 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1055.42 0.0335434 147.918 0.5121 0.05121 1331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1117.02 0.00528099 223.572 0.03442 1 1265
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1233.28 0.00444222 53.9012 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1117.4 0.0479648 63.8406 1 1 1371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1169.83 0.00924248 12.9968 1 1 1134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1055.52 0.00127592 12.7527 0.9259 0.9259 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1235.07 0.0125883 40.2598 0.3852 1 681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1347 1055.61 1.03699e-05 23.4686 3.267e-07 0.001 1551 LS failed, Hessian reset
1299 1118.01 0.000887661 21.6267 1 1 1479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1169.99 0.0227587 58.433 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1055.67 0.000842213 53.1637 0.7195 0.07195 1609
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1235.32 0.0585247 85.7917 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1118.13 0.00555477 21.2661 1 1 1583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1170.35 0.00010259 5.26078 0.2979 1 1351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1118.25 0.00208309 13.3003 1 1 1694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1055.74 0.00762243 23.7453 1 1 1715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1170.44 0.00241473 40.4739 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1118.36 0.00583133 72.3957 1 1 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1235.63 0.00919148 28.463 0.7684 0.7684 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1360 1170.7 3.50271e-06 7.20689 2.831e-07 0.001 1581 LS failed, Hessian reset
1599 1055.81 0.0195168 71.6953 1 1 1824
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1118.44 0.00280053 36.9975 0.09431 0.5938 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1641 1055.91 3.48427e-06 6.94566 2.674e-07 0.001 1916 LS failed, Hessian reset
1399 1170.87 0.000159404 10.3727 1 1 1625
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1055.96 0.000257369 23.9827 1 1 1980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1236.1 0.00347983 21.244 1.578 0.1578 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1118.58 0.000903807 57.2205 0.1274 1 2021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1784 1056.06 2.12284e-05 32.7349 6.769e-07 0.001 2122 LS failed, Hessian reset
999 1237.69 0.000633968 96.3059 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1056.07 2.59572e-05 1.46124 1 1 2137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1170.94 0.000173733 32.3112 0.2935 1 1737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.85726
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1857 1056.1 2.99055e-05 1.66334 0.4961 0.9799 2208
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 1118.87 0.000521693 3.14306 1 1 2131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1239.83 0.000423043 23.0835 0.7624 0.7624 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1171.12 0.0157796 85.4524 1 1 1849
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1189.44 0.119804 875.012 2.847 0.2847 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.41568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1119.04 0.000177535 8.30824 1 1 2238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1618 1171.26 6.83802e-06 15.7437 3.717e-07 0.001 1914 LS failed, Hessian reset
1199 1240.08 0.00512533 118.672 0.4477 1 1353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1263.53 0.000967989 65.7389 0.7269 0.7269 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1119.08 0.00412702 21.6457 1 1 2357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1171.34 0.00715002 54.9741 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1238.89 0.000476423 163.923 0.783 0.783 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1240.42 0.000961049 25.4507 0.3638 1 1466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1268.01 0.00758461 288.08 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1119.12 0.000363588 8.88652 1 1 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1324.11 0.0280201 910.977 0.3146 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1240.46 0.000776838 22.2226 1 1 1576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1796 1171.37 1.31261e-06 2.97064 4.319e-07 0.001 2183 LS failed, Hessian reset
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 1119.18 0.00121957 24.1132 0.3136 0.3136 2578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1329.81 0.00135131 36.439 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1240.68 0.00607954 70.0071 1 1 1684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1272.78 0.00168549 40.1605 0.4252 0.4252 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1350.83 0.000841008 168.239 1 1 444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2367 1119.27 1.19624e-05 5.8647 9.961e-07 0.001 2723 LS failed, Hessian reset
1599 1241.52 6.38416e-05 20.5199 1 1 1805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1119.29 4.93292e-05 7.919 1 1 2758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1360.41 0.121015 460.418 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1242.14 0.00379206 83.1464 1 1 1914
499 1279.92 0.0150618 231.294 1 1 556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2459 1119.35 4.12799e-06 7.31802 2.321e-07 0.001 2895 LS failed, Hessian reset
599 1366.35 0.000750724 123.504 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1289.33 0.013225 120.285 1 1 666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1242.46 0.00122618 91.2385 1 1 2020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2481 1119.35 9.54745e-05 2.2326 0.9727 0.9727 2921
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1899 1242.55 0.000743255 38.0766 1 1 2128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1368.53 0.000334536 138.775 0.4601 0.4601 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1291.55 0.00472818 110.258 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.42993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1242.61 0.000853701 12.7606 1 1 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1292.95 0.00136717 18.4343 1 1 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1369.23 0.00632331 78.7582 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1270.73 0.0573876 769.936 1 1 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1294.07 0.0169665 149.799 1 1 992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1243.13 0.00966197 60.0653 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1371.36 0.0330965 549.149 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1295.21 0.000338025 73.7486 0.3444 0.3444 1104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1373.81 0.0101758 366.424 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1297.48 0.010616 125.712 1 1 1210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1243.41 0.00209052 21.4086 1 1 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1411.72 0.111665 421.121 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1378.25 0.00982185 28.9804 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1298.17 0.00766056 42.0398 1 1 1320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1243.72 0.00599006 143.024 1 1 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1379.64 0.00133851 25.4802 1 1 1226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1418.43 0.0209882 160.867 0.4777 1 442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1243.86 0.000802592 32.5948 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1298.61 0.0154313 17.6428 1 1 1432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1429.43 0.025432 128.415 1 1 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1380.16 0.0323513 61.2486 1.027 0.1027 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1244.08 0.00406091 119.56 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1300.34 0.0126525 69.8717 1 1 1544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1442.13 0.00546819 305.22 1 1 653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1382.4 0.00201666 160.68 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1244.21 0.000458721 39.9913 1 1 2884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1301.34 0.128664 1013.59 1 1 1653
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1244.51 0.000194785 10.4589 1 1 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1443.17 0.00653697 229.345 1 1 767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1383.2 0.00408801 81.27 0.2825 1 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1449.2 0.00483727 278.481 1 1 874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1599 1304.19 0.00228172 10.5088 1 1 1763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1244.61 0.0027901 36.9317 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1304.46 0.000462887 16.8126 0.8259 0.8259 1868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1383.52 0.00286008 16.1326 0.8699 0.8699 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1244.67 0.000206081 12.0032 1 1 3213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1304.67 0.000152617 6.92965 1 1 1978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1384.1 0.00441447 81.9693 0.3429 0.3429 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1449.8 0.00920414 131.381 1 1 987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1304.97 0.00100072 19.2002 1 1 2087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1450.56 0.000218316 23.9733 1 1 1102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1384.89 0.000938282 57.7003 0.9672 0.9672 1893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1244.82 0.00298777 44.16 1 1 3321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1305.39 0.000300068 14.8003 1 1 2202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3088 1245.23 4.1846e-05 3.37932 0.3031 0.9838 3421
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 1385.31 0.0541262 255.01 0.3279 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1451.29 0.016354 113.564 1 1 1210
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1385.62 0.00377617 9.0689 0.5191 0.5191 2119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1305.78 6.10929e-05 6.70525 0.2045 1 2321
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1451.86 0.00505534 365.405 0.213 1 1319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1385.87 0.0111344 84.3317 1 1 2225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1305.88 0.00387116 52.8367 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1306.11 0.0182149 272.984 1 1 2542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1453.66 0.00318119 179.573 0.6918 0.6918 1434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1386.11 0.00096594 210.273 0.0193 1 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1454.18 0.000128766 63.2446 1 1 1542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1306.7 0.0113456 156.955 1 1 2652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1455.1 7.79956e-05 10.1824 1 1 1654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1386.46 0.000312972 7.93124 1 1 2439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1307.25 0.00401429 80.0263 1 1 2767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1307.68 0.0315058 254.524 1 1 2872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1455.33 0.00137636 57.4799 0.719 0.719 1763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1386.66 0.000208175 62.1434 1 1 2546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1307.87 0.000729167 20.1371 0.9262 0.9262 2988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1455.77 0.0117797 38.5975 1 1 1874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1386.8 0.000430895 16.2959 0.4825 0.4825 2660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1456.3 0.0108193 27.0861 1 1 1985
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1307.99 0.000125204 7.00375 1 1 3098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1386.99 0.0028655 126.021 1 1 2771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1456.38 0.000459386 32.4313 1 1 2097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1308.24 0.00138502 73.8437 1 1 3209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1387.29 0.000168325 14.1872 1 1 2881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1387.32 0.000427722 9.19253 1 1 2991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1456.77 0.00476268 169.313 1 1 2208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1308.49 3.10809e-05 6.74985 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1387.55 0.00156822 7.02589 1 1 3099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1308.57 0.000631781 21.9064 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2099 1456.93 0.000446363 65.8906 1 1 2318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1387.95 0.00239699 75.2736 0.1931 1 3207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1308.75 0.00106618 37.6226 1 1 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1388.01 0.000418694 12.5702 1 1 3314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1457.09 0.00662503 19.8634 1.665 0.1665 2437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1308.86 0.00283812 16.761 1 1 3659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1388.05 0.00592959 33.7912 1 1 3423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1457.14 7.01077e-05 10.4298 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1308.94 0.000677803 31.6105 1 1 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1388.09 0.0149787 83.1766 1 1 3530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1457.18 0.000305299 27.5965 0.6074 0.6074 2660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1308.96 0.000195541 4.68955 1.51 0.151 3884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1388.13 0.00106378 23.2284 0.5133 0.5133 3636
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1457.23 0.000260692 25.6138 0.2256 0.9165 2767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1309.03 0.00144483 19.2436 0.7841 0.7841 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3363 1388.25 6.80055e-06 18.0413 5.423e-07 0.001 3772 LS failed, Hessian reset
3399 1388.39 0.00224999 79.6211 1 1 3811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1457.28 0.000650137 8.16581 0.9446 0.9446 2883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1309.08 1.09686e-05 3.52165 1 1 4099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3728 1309.08 0.000166614 2.62876 1 1 4133
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 1388.42 0.000424773 7.53623 1 1 3922
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1457.33 0.000357694 37.2364 1 1 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1388.49 0.00125582 72.2331 1 1 4028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3632 1388.54 6.02769e-06 13.4312 1.685e-07 0.001 4113 LS failed, Hessian reset
2799 1457.44 0.000606906 42.2727 1 1 3098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1388.58 0.000796013 9.24751 1 1 4186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3733 1388.59 0.000119518 3.35488 0.9954 0.9954 4222
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 1457.7 0.00312487 20.1737 1 1 3206
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1457.77 0.000314603 12.4894 1 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3031 1457.79 7.42501e-05 2.56602 0.229 1 3362
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Initial log joint probability = -3.60459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1354.08 0.00729107 124.368 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1424.65 0.0373916 635.662 0.2558 1 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1442.54 0.00816681 791.725 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1456.75 0.0151481 276.735 0.9392 0.9392 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1474.82 0.00150187 114.677 0.7173 0.7173 552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1483.16 0.00149571 88.3014 0.5193 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1489.69 0.00100082 54.5434 0.4633 1 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1499.51 0.0218537 146.764 1 1 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.63437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1502.71 0.00654783 312.681 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1420.89 0.0284327 714.654 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1510.49 0.0179599 395.293 1 1 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1463.29 0.00163216 175.34 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1514.44 0.00128518 59.7158 0.448 0.448 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.49662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1484.27 0.0018 64.0796 1 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1516.63 0.018662 431.963 1 1 1329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1403.28 0.00620495 424.347 0.6807 0.6807 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1500.88 0.00538227 111.648 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1518.93 0.00399108 94.3572 0.1908 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1454.3 0.0273356 848.731 1 1 227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1513.6 0.00844993 423.636 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1519.44 0.00423934 79.6671 0.9709 0.9709 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1533.56 0.00454173 163.511 1 1 675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1527.1 0.0124209 119.127 1 1 337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1521.16 0.0193357 260.617 0.4891 0.4891 1659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1540.36 0.0514628 516.135 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1539.34 0.000304233 58.9254 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -3.81023
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1521.78 0.000121876 19.8365 1 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1567.5 0.0701535 553.985 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1545.25 0.00885976 100.689 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1521.88 0.000100693 18.4938 0.6618 0.6618 1885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1448.03 0.110589 2921.55 1 1 111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1576.76 0.126021 1037.4 1 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1550.09 0.00484895 362.308 1 1 1017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1552.57 0.0569778 516.116 1 1 219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1522.13 0.016948 344.101 0.3237 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1581.33 0.000359347 83.7604 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1556.97 0.000643119 93.9801 0.3821 0.3821 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1601.85 0.0129048 293.217 1 1 333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1522.29 0.00140906 27.0846 0.9414 0.9414 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1523 0.00626382 124.955 0.348 0.348 2213
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1587.09 0.0149864 378.398 1 1 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1563.45 0.0042554 173.476 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1523.41 0.00100698 39.8764 1 1 2331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1608.38 0.00983739 427.649 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1565.69 0.00536735 114.492 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1596 0.0107744 271.778 1 1 989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1639.26 0.019443 394.188 0.5362 0.5362 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1572.53 0.00627048 209.215 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1523.57 0.000100366 57.6041 0.2083 0.2083 2441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1603.5 0.0224194 58.7533 1 1 1100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1576.13 0.00147367 56.2873 0.9396 0.9396 1564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1523.73 0.000266455 7.70871 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1647.05 0.010462 491.309 0.9742 0.9742 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1577.34 0.00481083 99.673 1 1 1672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1608.25 0.00564113 56.2066 1 1 1207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1659.19 0.0998602 1446.07 1 1 772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1523.96 0.00200373 64.9113 1 1 2661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -4.89229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1665.59 0.00517533 100.022 1 1 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 1199 1612.83 0.00311159 54.8296 1 1 1322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1524.03 0.00188003 18.259 1 1 2769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1578.45 0.00216946 18.994 1 1 1786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1450.7 0.0959736 1762.9 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1524.2 0.000193918 11.8269 1 1 2880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1669.87 0.0222476 210.886 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1579.54 0.0124638 204.143 0.4262 1 1899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1614.24 0.0011321 40.5949 1 1 1435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1560.47 0.0284379 397.179 1 1 225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1524.32 5.07894e-05 13.9961 1 1 2989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1615.09 0.00357722 64.5568 0.3815 1 1550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1580.53 0.00381324 208.453 0.4375 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1629.12 0.0575148 961.936 1 1 336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1672.49 0.00229136 64.4024 1 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1581.36 0.00105265 35.6751 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1615.43 0.000490902 41.385 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1644.74 0.00557664 131.489 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1524.35 0.000270304 49.8482 0.7482 0.7482 3094 1099 1676.35 0.0804819 477.353 1 1 1215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1581.45 0.000260203 20.8543 1 1 2233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1524.39 4.53166e-05 7.4901 0.3388 0.3388 3203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1616.99 0.0106083 247.511 0.5074 0.5074 1771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1656.3 0.0205979 501.417 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1524.52 0.000105798 12.2212 1 1 3314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1681.44 0.00316106 136.203 1 1 1326
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1618.61 0.0254458 42.4818 1.46 0.146 1881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1582.03 0.00473422 37.075 1 1 2340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1694.76 0.00447913 242.597 1 1 669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1524.68 0.00135439 210.896 0.5771 0.5771 3425
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1582.29 0.00479036 60.1987 1 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1683.81 0.00010506 28.2495 1 1 1440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1619.96 0.00339554 80.8599 1 1 1991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1525.47 0.00291584 26.7881 1 1 3539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1582.49 1.9972e-05 12.8599 1 1 2556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1620.68 0.004699 94.1196 1 1 2096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1525.87 0.000610915 40.0689 0.4199 0.4199 3656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1684.42 0.000140968 27.8403 1 1 1548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1710.62 0.00170641 296.728 0.05966 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1525.97 0.000315144 18.9323 1 1 3761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1582.66 0.000746434 10.9621 1 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1684.64 0.00500735 212.617 1 1 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1621.31 0.00105976 39.7932 1 1 2209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1712.69 0.001873 75.4345 0.9027 0.9027 901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1526.15 3.3453e-05 7.1796 1 1 3869
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1582.93 0.00148303 13.6132 1 1 2776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1686.78 0.0143008 135.449 1 1 1761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1621.53 0.000456476 64.6605 1 1 2313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1720.51 0.0294287 262.419 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1583 0.00181016 74.2078 1 1 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1526.17 0.000665676 32.5229 1 1 3979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1621.69 0.000165095 15.1659 1 1 2426
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1726.57 0.108895 511.64 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1687.82 0.00662011 38.1033 1 1 1870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3661 1526.18 6.06995e-05 2.84998 1 1 4047
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2699 1583.05 0.00575435 20.3891 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1735.51 0.0332076 731.586 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1622.17 0.00207796 38.1517 0.22 1 2537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1689.36 0.00431275 95.7925 1 1 1982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1583.08 0.000353236 16.136 1 1 3111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1622.75 0.00182773 40.7609 1 1 2650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1693.05 0.000942292 47.2737 1 1 2091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1744.44 0.0070721 207.406 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1583.18 7.83435e-05 5.12791 1 1 3216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.56706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1693.85 0.00294464 44.349 1 1 2196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1623.31 9.30728e-05 22.5902 1 1 2760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1583.2 0.00234644 50.6846 0.2149 1 3329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1748.16 0.000646305 42.2168 0.7072 0.7072 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1551.56 0.116016 2011.27 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1583.32 0.00136958 16.0063 1 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1694.8 0.00325206 94.817 0.5637 0.5637 2305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1623.54 0.000504696 17.1802 1 1 2863
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1749.8 0.00102308 67.5634 1 1 1555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1583.36 8.33124e-05 6.06069 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1674.3 0.00284203 283.718 0.4148 0.4148 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1623.63 0.000179953 19.7875 1 1 2975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1694.92 0.000387628 17.2321 1 1 2412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1750.25 0.000739828 40.6398 1 1 1663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1717.61 0.00256872 290.115 1 1 353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1695.2 0.00326739 150.917 1 1 2521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1583.39 0.00236849 16.4273 1 1 3666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.13204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1623.75 0.000719158 41.4014 1 1 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1751.71 0.000160706 53.0353 1 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.45699
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1583.47 0.00143612 64.5818 1 1 3771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1695.66 8.87066e-05 76.9636 0.1589 0.1589 2629
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1624.02 0.000445241 45.9098 0.9533 0.9533 3201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1730.31 0.00992673 174.706 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1723.32 0.0118598 544.103 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1754.44 0.0169334 288.12 0.666 0.666 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1695.94 0.00577704 148.209 0.4087 1 2740
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1624.12 0.000968035 23.5026 1 1 3313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1638.99 0.00467597 1501.51 0.327 0.327 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1583.52 0.000350698 27.2492 0.1117 1 3884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1696.71 0.00843057 77.2027 0.5108 1 2855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1763.84 0.0448603 240.298 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1583.56 0.00207138 18.9459 1 1 3997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1754.98 0.00340239 85.5495 1 1 1997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1624.27 0.000221102 16.0336 1 1 3420
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1768.25 0.0103523 323.908 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1841.92 0.0200852 2510.82 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1583.68 0.00711524 42.1815 1 1 4108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1755.39 0.000700118 66.2742 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1808.55 0.000800745 136.341 0.2838 0.2838 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1625.48 0.00019837 16.3032 0.8282 0.8282 3527
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1697.23 0.00225756 23.6908 1 1 2966
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1773.21 0.00882746 192.378 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1583.83 0.000159015 5.30957 1 1 4222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 1874.5 0.00805969 522.342 1 1 351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1625.84 0.00036915 15.8703 1 1 3640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1697.59 0.0132056 72.2463 1 1 3076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1756.34 0.001079 27.8573 0.3723 1 2221
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1782 0.0626184 165.686 1 1 797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1818.31 0.00146155 330.497 1 1 448
2899 1697.96 0.000276291 50.4088 1 1 3182
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1583.89 0.000570965 9.37824 0.3451 0.9479 4332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1625.89 0.000694695 30.0581 1 1 3747
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1907.95 0.00233159 458.989 0.9731 0.9731 465
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1756.56 0.00390521 94.3861 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1626.06 0.000827143 60.1506 0.3465 0.3465 3855
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1583.96 0.0026745 36.5817 1 1 4439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1698.07 0.000730394 29.0455 1 1 3292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1801.15 0.0316629 326.788 1 1 909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1756.67 0.00165813 44.752 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1915.08 0.00111994 221.307 1 1 576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 1826.96 0.0172321 698.499 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1584.12 5.1103e-05 4.57902 1 1 4549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1698.18 0.000336282 36.2231 0.8863 0.8863 3402 3599 1626.1 8.15094e-05 24.3413 1 1 3962
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1810.67 0.00256488 65.6014 1 1 1022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1757.29 0.00157741 65.7336 1 1 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1864.72 0.0690013 181.409 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 1946.02 0.0575992 956.344 1 1 686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1584.15 0.000266373 48.1308 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1626.14 0.00130721 12.1906 1 1 4074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1584.17 0.00108611 28.9786 1 1 4763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1970.06 0.0535652 631.939 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 1871.54 0.00378768 208.602 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1815.15 0.00145803 181.582 1 1 1136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1698.29 0.000794021 33.5786 0.3968 0.03968 3513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1757.45 0.0118691 110.504 1 1 2667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1584.21 0.00504171 86.2217 1 1 4870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1626.32 0.00153809 13.2017 1 1 4189
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1976.66 0.00513652 296.737 1 1 903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 1885.5 0.00252929 178.248 0.303 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1698.39 0.000226388 15.0993 1 1 3623
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1817.61 0.00280909 101.558 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1757.98 0.0117051 449.91 1 1 2785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1584.25 0.00523206 42.3448 1 1 4978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1626.34 0.000353611 58.3313 1 1 4302
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1978.84 0.00866667 1200.49 1 1 1013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1818.42 0.00343827 534.031 1 1 1350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1584.32 0.0263612 64.7371 2.005 0.2005 5086
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 1895.63 0.0297546 1039.6 0.4121 0.4121 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1698.42 0.000922224 24.8408 1 1 3736
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1759.25 8.3052e-05 75.5711 0.43 0.43 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1981.73 0.00263114 145.245 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1820.61 0.0001308 18.9243 0.9803 0.9803 1462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1584.44 0.000915267 32.881 1 1 5197
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1626.42 0.00528068 40.8614 1 1 4416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1759.62 0.000519517 142.21 0.7031 0.7031 3002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1698.46 0.000171105 20.2348 2.117 0.2117 3847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1821.11 0.00598149 160.615 1 1 1572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4719 1584.45 7.59375e-06 20.1495 4.529e-07 0.001 5258 LS failed, Hessian reset
4099 1626.46 8.25301e-05 17.8397 1 1 4525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1759.79 0.00115572 20.5909 0.4494 1 3112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 1906 0.00108839 128.824 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1698.62 0.00169092 26.5775 0.9543 0.9543 3958
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1984.54 0.0516525 454.766 1 1 1228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1584.55 3.93811e-05 8.92722 0.5833 0.5833 5346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1626.5 0.000598318 21.4196 1 1 4640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 1927.56 0.000214428 212.738 1 1 1219
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1759.85 0.000387404 28.1377 1 1 3222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 1831.17 0.00602271 126.886 0.4727 1 1681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2002.9 0.0271423 155.407 1 1 1334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1584.58 0.000192693 8.54679 1 1 5454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1698.85 0.00186095 51.1743 1 1 4072
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 1930.8 0.000333475 105.552 0.2966 0.2966 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1626.56 0.000525677 48.1597 1 1 4753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4313 1626.56 2.35343e-05 2.69554 1 1 4768
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 1759.95 7.59626e-05 12.2253 1 1 3327
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1832.7 0.00680659 65.4773 1 1 1788
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1584.65 8.71231e-05 10.0316 0.296 0.296 5559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2008.14 0.00518451 156.614 0.9927 0.9927 1446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 1932.66 0.000566827 51.3681 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1760.06 0.00469763 83.8007 1 1 3437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 1584.67 0.000754264 30.6818 1 1 5674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1699.09 0.000902859 14.7935 2.837 0.2837 4191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1833.88 0.00249863 216.069 0.2955 0.2955 1896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 1934.25 0.000417717 150.656 0.6064 0.6064 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1699.25 0.0113068 112.869 1 1 4299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 1584.68 4.71194e-05 5.46489 1 1 5784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2009.13 0.0003685 59.9023 1 1 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1834.44 0.00149547 44.7406 1 1 2002
3199 1760.43 0.0116435 34.1627 1 1 3545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 1584.69 0.000563515 10.0565 0.6799 0.6799 5890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5309 1584.7 0.000319246 4.18573 1 1 5900
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1499 1938.06 0.000544988 30.7269 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1699.85 0.000163847 157.009 0.5563 0.5563 4415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1835.64 0.00806318 113.654 1 1 2113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1760.54 0.000446912 23.9697 1 1 3656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2011.33 0.0177201 552.89 0.4979 1 1668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1699.98 0.000227323 12.1508 1 1 4525
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1760.6 0.000476859 26.2435 0.4996 0.4996 3772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 1938.81 0.00220287 82.1574 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1835.9 0.00015897 13.8867 1 1 2223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1700.02 0.00380952 45.0943 1 1 4637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2013.07 0.000445808 47.4449 1 1 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1760.9 0.00188124 35.3125 1 1 3887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 1939.55 0.00314246 107.296 1 1 1887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1836.06 0.00196701 66.7545 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1700.07 0.000160856 12.7564 1 1 4752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2013.54 3.97783e-05 32.8112 1 1 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 1941.22 0.0042548 72.4335 1 1 1996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1836.16 0.00058243 24.4257 1 1 2447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1761.21 0.00133826 40.201 0.6212 0.6212 3994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1700.15 0.00474499 98.645 1 1 4866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 1942.77 0.0116476 398.662 1 1 2107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2014.15 0.00219024 295.698 1 1 1997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1836.5 0.00237568 47.9268 1 1 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1700.2 7.44078e-05 4.04974 1 1 4982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1761.49 0.00151484 105.797 0.1223 1 4106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 1944.45 0.00201258 42.3906 0.3162 0.3162 2224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1836.67 0.00264978 21.6553 1 1 2670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2015.48 0.00457477 359.453 0.3324 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1700.39 0.00268764 71.5683 1 1 5094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1761.66 0.000441982 46.4156 0.6015 0.6015 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 1945.16 0.00024464 56.2935 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1700.84 0.0139305 111.842 0.1873 1 5206
3899 1761.87 0.000317189 8.56134 0.06775 1 4329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 1837.37 0.000472071 29.0791 1 1 2780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2016.31 0.000955874 49.5021 1 1 2225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 1945.35 0.000493363 56.1464 1 1 2440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1761.91 0.004044 36.1181 1 1 4438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1837.45 0.00141139 91.1775 1 1 2891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 1702.01 0.000519446 90.1136 0.2993 0.2993 5320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2018.43 0.0383556 273.277 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 1702.11 0.00188271 40.7136 1 1 5429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 1945.57 0.0263 164.759 1 1 2548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1761.98 0.000281016 29.1821 0.814 0.814 4549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2019.12 0.000487767 85.6575 0.3503 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 2699 1837.62 0.000657782 45.0377 1 1 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 1945.79 0.0137581 257.202 1 1 2656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 1702.16 0.00169357 18.0481 1 1 5540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1762.07 0.00408532 19.7172 0.2857 1 4661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1837.7 6.66717e-05 12.4384 1 1 3108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2020.73 0.00894018 489.081 1 1 2558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 1702.19 0.000105784 53.1258 0.5509 0.5509 5651 2499 1946.07 0.00219611 168.001 1 1 2766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1762.2 7.13799e-05 25.64 0.9855 0.9855 4769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1837.74 8.61183e-05 9.40182 1 1 3224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 1946.39 0.00369423 69.6542 0.6354 0.6354 2875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 1702.22 0.000254824 18.7567 1 1 5760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2021.4 0.000485769 32.2333 1 1 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 1837.88 0.00185836 51.9929 0.8901 0.8901 3331
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1762.27 0.00128578 28.3221 0.38 1 4880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 1702.29 0.000118606 37.4735 0.1622 0.1622 5868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1838.04 0.00182578 188.596 0.2659 0.02659 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1762.34 0.000124021 12.1105 1 1 4986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2022.21 0.00109752 102.952 0.5447 0.5447 2787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 1946.56 0.00185319 38.7216 0.9495 0.9495 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 1702.38 0.00100861 28.6282 1 1 5986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 1762.36 0.00691133 160.679 1 1 5097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2022.87 0.00060469 57.6929 0.8708 0.8708 2898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1838.4 0.00780249 66.3199 1 1 3558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 1947.02 0.00239253 25.6702 1 1 3107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 1702.46 7.47129e-05 3.01131 1 1 6096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1838.81 0.0239434 51.4571 1 1 3667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 1762.38 0.000504408 8.59174 1 1 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 1947.38 0.0417403 198.439 0.7908 0.7908 3218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2023.67 0.00113865 11.3104 1 1 3010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4731 1762.39 0.000202892 3.19073 1 1 5245
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5599 1702.52 0.000572864 136.048 0.212 1 6207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1839.23 0.0143813 44.3719 1 1 3776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2023.82 0.000210092 82.4766 0.16 1 3121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5693 1702.55 7.48467e-05 1.502 1 1 6309
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2999 1947.5 0.00118636 17.8358 1 1 3332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1839.7 0.158945 372.324 1 1 3888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2024.1 9.21354e-05 32.0208 1 1 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 1947.67 0.000258705 33.3429 0.4122 1 3443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 1840.18 0.00351346 34.7492 1 1 3999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 1947.84 0.00186742 44.0777 1.223 0.1223 3560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 1840.4 0.000327092 83.5487 1 1 4111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2024.28 0.000528376 77.934 0.334 1 3345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.80013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 1840.54 0.0013084 48.1609 1 1 4218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2024.38 0.00284734 114.161 1 1 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 1947.88 0.000764529 67.0015 1 1 3670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2024.52 0.000459808 45.3603 0.8117 0.8117 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 1840.71 0.00238458 16.5236 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1812.54 0.0509939 731.276 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 1948.02 0.000997616 77.787 1 1 3783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2024.65 0.00224385 209.612 0.511 1 3686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1856.27 0.00310831 203.235 1.785 0.1785 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 1840.76 0.000699859 15.4126 1 1 4434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 1948.05 0.000968519 45.3096 1 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3585 1948.09 1.64423e-05 4.32607 0.1784 0.993 3987
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 1957.56 0.00840311 144.369 1 1 338
3399 2025.4 0.0234002 90.1704 0.955 0.955 3794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 1840.85 0.00124263 87.2271 0.6554 0.6554 4542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 1986.99 0.00754685 299.725 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 1840.89 0.000274315 60.0066 0.5186 0.5186 4652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2026.25 0.00276708 46.0764 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 1840.93 0.00189224 21.2331 1 1 4760
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2034.36 0.071855 1681.05 1 1 553
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2026.78 0.0032196 149.653 0.9159 0.9159 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2041.06 0.000640988 95.8222 1 1 662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 1840.95 0.001337 35.4483 1 1 4870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2027.07 0.000126245 11.1865 1 1 4133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2053.3 0.0115634 331.453 1 1 775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 1840.96 5.28576e-05 14.2254 0.3917 0.3917 4986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4506 1840.97 5.2259e-05 3.02061 1 1 4994
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 2027.29 0.00228633 37.4481 1 1 4236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2057.28 0.000453896 52.0932 0.6798 0.6798 881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2027.52 0.00149137 24.5805 1.602 0.1602 4348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2062.61 0.00636318 128.43 1 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2027.65 0.000110174 32.5128 1 1 4457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2066.15 0.00715598 256.466 1 1 1098
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2027.69 0.000127611 25.0275 1 1 4570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2093.73 0.0100988 163.122 1 1 1209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2027.72 0.000351592 27.4932 1 1 4683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2095.53 0.000990487 54.2623 1 1 1314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2027.91 0.00206743 54.7589 1 1 4792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2028.09 0.0549905 339.702 0.9845 0.9845 4900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2098.09 0.00758256 96.3364 1 1 1422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2028.24 0.0024779 9.5835 1 1 5011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2098.8 0.000213118 40.6083 0.8046 0.8046 1532
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2100.27 0.00152313 271.985 1 1 1640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2028.3 0.0032764 23.1864 1 1 5119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2101.1 0.000667246 194.792 0.04149 1 1762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2028.33 0.00183381 34.3735 1 1 5225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -5.97647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2028.53 0.0369786 187.296 1 1 5328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2108.01 0.000756633 187.007 1 1 1870
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1848.33 0.0328801 1069.34 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2028.66 0.00420963 30.2326 1 1 5435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2109.11 0.000158581 51.4587 0.9844 0.9844 1976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1895.41 0.0123866 217.396 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2111.1 0.000754485 81.0597 1 1 2085
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2028.73 0.00318778 40.0997 1 1 5546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.64961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2028.88 0.00429352 53.7067 1 1 5661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2000.29 0.00828708 309.482 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2111.54 0.00639111 122.268 0.9529 0.9529 2193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 1896.95 0.0453514 1044.42 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2024.81 0.00712841 1360.07 0.1608 0.1608 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2028.99 0.00258157 305.12 0.3825 1 5773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2113.6 0.0021491 236.425 1 1 2306
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 1987.38 0.00221175 583.14 0.3072 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2051.11 0.100282 854.186 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2029.27 0.000510902 6.82398 1 1 5881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2121.16 0.127407 3086.6 0.3609 1 2413
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2030.2 0.00147761 290.431 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2029.37 0.000404936 32.0452 1 1 5987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2067.39 0.0827501 1920.26 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2129.37 0.00182238 46.9499 1 1 2517
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2055.89 0.0265029 845.883 1 1 448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2029.39 0.00031682 36.0089 0.295 1 6099 2399 2129.92 0.000514732 48.3146 1 1 2628
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2084 0.00218682 337.027 1 1 778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2078.27 0.00138306 335.361 1 1 560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2130.17 2.23781e-05 25.4789 0.3392 0.3392 2737
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2029.42 0.000639228 11.0369 1 1 6211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5601 2029.42 6.24132e-05 3.00866 1 1 6213
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
799 2090.02 0.00772266 531.9 1 1 882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2138.7 0.0149159 718.402 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2130.46 0.00103382 36.9752 1 1 2851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2096.76 0.00444533 212.423 1 1 990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2130.86 0.00433174 184.378 1 1 2957
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2103.7 0.00266401 306.597 0.1792 0.1792 1107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2146.85 0.0094237 188.247 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2131.29 0.00011957 31.868 1 1 3073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2161.51 0.00231383 217.899 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2108.53 0.000503675 117.289 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2180.57 0.0782795 830.078 1.552 0.1552 1004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2131.53 0.000502188 101.909 0.3481 0.3481 3190
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2112.78 0.00214231 168.301 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2131.68 0.000126043 28.0591 1 1 3299
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2201.01 0.00926622 162.406 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2115.3 0.00904681 159.032 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2117.22 0.00212857 417.249 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2131.75 5.47169e-05 48.2602 0.4955 0.4955 3416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2206.82 0.0102615 563.592 1 1 1227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2118.94 0.0297255 593.324 1 1 1662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2131.87 0.00102501 54.3904 0.8059 0.8059 3531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.69453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2208.86 0.00159621 95.3702 0.9911 0.9911 1342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2132.84 0.000652124 61.7422 1 1 3639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2121.94 0.00142065 206.805 1 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2134.74 0.0062692 194.469 0.8951 0.8951 3750
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2211.78 0.00561767 237.658 1 1 1454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2036.19 0.00798391 993.988 0.4215 0.9495 125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2123.58 0.058594 767.839 1 1 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2086.93 0.00504714 258.864 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2218.44 0.00384387 130.579 0.1696 1 1567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2135.98 0.000140118 15.5622 1 1 3861
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2132.83 0.00339026 98.8889 0.3888 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.33872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2136.17 0.00535574 81.2524 0.4501 1 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2229.1 0.0126205 200.147 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2139.26 0.0175244 584.32 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2134.69 0.0043871 99.6269 1 1 2114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2023.57 0.00560591 484.606 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2136.33 0.000210085 16.5451 1 1 4083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2235.8 0.00171038 164.036 1 1 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2181.42 0.00308236 394.399 0.5112 0.5112 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2135 0.000361382 31.1637 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2119.6 0.0069995 309.322 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2136.44 9.65563e-05 13.4038 0.3833 0.3833 4195
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2220.64 0.323154 1271.15 1 1 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2237.17 0.00176373 525.533 0.2554 0.2554 1900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2135.49 0.0301035 483.568 1 1 2343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2196.9 0.0057343 224.01 1 1 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2136.5 0.000210168 14.965 1 1 4310
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2248.25 0.00466437 123.319 0.7142 0.7142 2015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2136.36 0.0603082 771.076 1 1 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2237.17 0.000876007 293.022 1 1 670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2136.52 0.00187481 62.8353 1 1 4415
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2218.64 0.0094103 516.981 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2137.59 0.00445389 704.838 0.3724 1 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2255.58 0.00295117 253.807 1 1 781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2136.54 0.000453699 13.3633 0.9294 0.9294 4531
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2254.42 0.102703 156.174 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2237.34 0.00238913 588.067 0.3777 0.3777 559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2067.55 0.0197232 1097.9 1 1 110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2138.48 0.00044196 62.4586 0.375 1 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2136.56 0.000641551 80.9813 1 1 4642
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2257.76 0.00102756 342.485 0.9843 0.9843 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2265.1 0.00657279 569.956 0.7265 0.07265 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2253.51 0.00249681 108.449 1 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2182.45 0.00558093 184.965 0.6369 0.6369 226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2136.62 0.000734245 60.6856 0.3279 0.3279 4753
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2138.74 9.84232e-05 9.04853 1.083 0.1083 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.17459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2269.27 0.00682938 216.148 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2260.57 0.0121911 276.636 1 1 2354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2138.85 0.00124311 48.003 1 1 2899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2136.65 0.000587005 8.87498 1 1 4865
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2276.38 0.00762687 376.671 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2265.87 0.00470664 434.745 0.5689 0.5689 338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2181.28 0.067069 1089.31 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2262.2 1.84901e-05 59.7011 0.9391 0.9391 2468
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2283.78 0.0112879 153.924 1 1 1124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2281.85 0.00346729 224.35 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2136.67 0.00104964 26.3754 1 1 4977
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2305.78 0.00247151 398.335 1 1 450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2139.1 0.00148544 62.1891 1 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2263.43 0.00131634 93.9838 0.9923 0.9923 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4561 2136.67 7.31015e-06 1.4927 1 1 5045
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
199 2296.49 0.0195967 1843.19 0.8232 0.8232 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2301.49 0.00293563 212.248 0.5236 0.5236 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2297.9 0.00329962 462.235 1 1 1005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2264.78 0.000289381 55.8957 0.4573 0.4573 2689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2317.61 0.000392393 140.218 0.2428 0.2428 557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2139.37 0.00212298 22.8413 1 1 3119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2316.09 0.00649811 1932.93 0.214 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2344.44 0.00329028 273.174 0.9154 0.9154 1118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2317.8 0.00343912 202.884 0.6753 0.6753 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2139.85 0.00109972 32.1407 1 1 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2326.81 0.00402719 395.901 0.3822 0.3822 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2265.8 0.000366333 38.4386 1 1 2802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2351.79 0.0013059 251.345 0.6581 0.6581 1224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2322.2 0.000651314 476.7 0.2948 1 1470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2337.31 0.0115674 825.832 1 1 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2267.56 0.00691229 438.869 1 1 2913
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2140 8.59465e-05 48.6001 0.3348 1 3341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2340.8 0.0277014 583.488 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2324.67 0.00418285 240.485 1 1 1580
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2356.82 0.00170979 293.409 0.4197 0.4197 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2414.58 0.22032 680.543 1 1 554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2140.14 0.0006231 78.4851 0.7762 0.7762 3453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2337.53 0.00527811 166.142 1 1 1691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2364.38 0.0180498 2375.89 1 1 894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2274.63 0.0200229 185.409 1 1 3021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2435.35 0.0135684 288.112 0.5092 0.5092 661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2360.58 0.00782249 212.584 1.995 0.1995 1444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2342.03 0.000764804 138.464 1 1 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2140.3 0.00490626 60.3725 0.512 1 3570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2282.59 0.0133743 287.138 1 1 3128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2392.75 0.0110477 355.694 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2365.3 0.00991212 178.32 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2140.41 0.00166294 57.1046 1 1 3681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2448.4 0.00206765 162.709 1.789 0.1789 777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2343.88 0.000818674 108.583 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2409.43 0.00657039 972.095 0.7962 0.7962 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2287.87 0.00785025 119.807 1 1 3232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2366.22 0.00179295 156.092 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2462.19 0.00618101 848.655 1 1 884
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2346.65 0.000603035 220.977 0.4338 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2140.72 0.00169881 51.6026 1 1 3796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2292.2 0.00422046 143.149 1.231 0.1231 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2415.21 0.00271507 146.458 1 1 1215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2368 0.000303813 140.316 0.4484 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2347.73 0.00093624 303.978 0.5885 0.5885 2136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2481.63 0.00146196 470.888 0.4837 0.4837 993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2140.85 0.000104091 54.4521 1 1 3902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2292.8 0.000305385 111.122 0.642 0.642 3452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2418.61 0.00197436 277.289 0.9808 0.9808 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2370.08 0.00156631 164.513 0.7307 0.7307 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2349 0.00170291 214.859 0.4051 0.4051 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2293.86 0.00138828 171.301 1 1 3565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2140.91 3.7471e-05 9.04638 1 1 4006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2422.58 0.0116783 493.877 1 1 1437
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2495.2 0.00522758 242.805 1 1 1113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2355.1 0.00109283 150.767 1 1 2365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2141.02 0.00130449 43.2052 0.271 1 4118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2373.25 0.00738501 149.177 1 1 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2294.14 0.000410877 37.4175 1 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2361.89 0.0424517 154.141 1 1 2473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2427.51 0.00757929 134.179 0.7099 0.7099 1548
3799 2141.14 0.0102 211.373 1 1 4229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2500.1 0.0257378 518.408 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2375.52 0.000387214 131.812 0.6003 0.6003 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2294.43 0.0116151 247.672 1 1 3781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2506.83 0.00265539 127.946 1 1 1328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2363.29 0.0125207 97.5757 1 1 2583
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2294.67 0.00339149 77.3889 0.6574 0.6574 3885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2141.21 0.000281184 9.79202 1 1 4345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2377.97 0.00382721 247.414 1 1 2226
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2510.02 0.00170507 182.439 1 1 1433
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2430.41 0.000406515 92.1149 1 1 1655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2294.9 0.00195198 30.9564 1 1 3995
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2363.56 0.00014622 43.306 1 1 2691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2141.27 0.000247268 18.8782 1 1 4458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2386.62 0.0101032 594.471 0.509 1 2339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2432.05 0.00446658 241.36 1 1 1763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2295.03 0.000152366 28.3507 1 1 4107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2141.34 0.000116954 27.7831 0.3617 0.3617 4570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2512.16 0.0216333 156.744 1 1 1546
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.06565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2405.05 0.084136 323.685 1 1 2447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2363.72 0.000528034 30.729 1 1 2799
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2435.65 0.00326067 406.889 1 1 1872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2141.49 0.00291289 58.1721 1 1 4680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2524.67 0.00827892 170.506 1 1 1657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2363.93 0.000357294 54.8193 0.5092 0.5092 2914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2295.18 0.000994962 190.482 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2263.29 0.00505955 484.762 0.6545 0.6545 126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2412.16 0.000769981 273.091 0.8212 0.8212 2557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2548.06 0.001541 112.14 1 1 1765
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2141.67 0.00206358 96.6326 1 1 4798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2438.66 0.00451994 64.1921 1 1 1979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2295.27 0.00033657 39.4942 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2364.12 0.000325445 48.2402 1 1 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2338.79 0.0185053 281.689 0.4938 1 233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2141.88 4.82578e-05 13.7494 1 1 4910
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2413.94 0.000171034 78.3344 0.5485 0.5485 2669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2295.31 0.000218826 53.4833 1 1 4435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2364.19 0.000326094 8.50591 1 1 3141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2439.68 0.0117539 165.74 1 1 2090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2552.42 0.000533053 86.5091 1 1 1876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2374.67 0.0113291 533.466 1 1 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2141.92 0.00048963 26.6181 0.7288 0.7288 5018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2414.26 0.00108588 24.8898 1 1 2779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2444.16 0.0134778 67.0946 1.074 0.1074 2201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2295.36 0.00102991 44.9911 1 1 4548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2555.52 0.00038089 61.6499 1 1 1987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2141.96 0.000947553 26.8317 1 1 5125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2364.38 0.00230266 37.4834 1 1 3257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2415.02 0.00044289 43.6906 1 1 2893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2388.34 0.00699466 882.634 0.4142 0.4142 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2295.73 0.000426134 57.6317 1 1 4656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2447.38 0.00494928 330.213 1 1 2313
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2142.05 0.000281801 14.0648 1 1 5234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2559.4 0.00509026 968.95 0.7092 0.7092 2093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2364.56 0.00231864 162.806 1 1 3375
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2415.57 0.000527493 80.7043 0.8591 0.8591 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2295.89 0.000238783 39.9974 1 1 4763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2404.55 0.00149887 428.578 0.2213 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2449.25 0.0018981 227.043 1 1 2421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2364.65 0.00296218 31.2377 1 1 3483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2142.07 0.000208674 11.0577 1 1 5343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2415.87 0.0107941 504.287 1 1 3114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2564.39 0.00263179 314.73 1 1 2199
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2413.95 0.00840391 286.583 1 1 668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2296.01 0.00061278 75.0332 1 1 4873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4869 2142.08 8.0261e-05 2.95596 1 1 5422
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2299 2453.3 0.00275604 74.3345 0.4827 0.4827 2535
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2364.76 0.000276704 114.709 0.299 0.299 3596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2416.18 0.0130632 279.221 1 1 3228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2570.34 0.0171044 185.338 1 1 2314
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2296.04 0.00016768 5.27096 1 1 4981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2471.41 0.00687887 561.577 1 1 784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2453.83 0.00261047 137.182 1 1 2644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2416.53 0.000275992 48.5528 1 1 3334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2364.93 0.000117515 38.3212 1 1 3709
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2296.15 0.000185792 14.4839 1 1 5096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2575.19 0.00720873 95.187 1 1 2428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2476.67 0.00679637 630.728 0.2925 1 893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2455.03 0.000447794 103.2 0.5282 0.5282 2762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2365.1 0.00122163 65.4027 1 1 3821
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2296.27 0.000226641 17.8588 1 1 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2416.9 0.000483922 14.6169 0.6217 0.6217 3444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2575.58 0.00103741 172.93 0.09749 1 2540
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2417.05 0.00407044 75.8881 1 1 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2365.24 0.00221591 204.127 1 1 3931
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2480.92 0.000608643 262.703 1 1 1003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2456.21 0.000540527 35.1616 1 1 2872
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2296.29 0.000755841 29.5679 1 1 5317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2576.04 0.00872742 267.797 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2365.39 0.000194044 12.5464 1 1 4039
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2494.09 0.145149 1030.94 1 1 1114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2456.66 0.00013859 18.6459 1 1 2979
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2417.53 0.000714418 29.2726 1 1 3662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2296.3 7.313e-05 11.7289 1 1 5435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2365.69 0.0160415 150.769 1 1 4154
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2577.28 0.0271294 412.837 1 1 2761
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2456.86 0.00166673 45.979 1 1 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2513.25 0.0661499 373.952 1 1 1225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2418.25 6.91681e-05 27.7814 0.1681 0.1681 3775
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4988 2296.31 0.00015231 5.65518 1 1 5533
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2899 2457.73 0.00143244 154.295 1 1 3200
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2581.22 0.000793951 114.65 0.4833 0.9355 2873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2366.15 0.000440907 92.7326 1 1 4266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2418.81 0.000667775 41.0344 1 1 3883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2529.5 0.00205209 326.749 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2581.55 0.000852644 97.472 1 1 2980
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2465.78 0.0263951 1223.13 1 1 3316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2366.73 0.00648316 33.6605 1 1 4378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2418.97 0.000305368 26.2849 1 1 3991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2533.12 0.00287456 69.2348 1 1 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2581.81 0.000746498 114.939 1 1 3091
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2477.33 0.115732 544.76 1 1 3423 3999 2366.9 0.000151433 85.6888 0.7663 0.7663 4485
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2535.23 0.000844209 142.989 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2419 0.000228549 16.9214 1 1 4099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2582.52 0.00225923 66.7587 1 1 3201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2419.05 0.000470833 33.3945 1 1 4204
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2367.01 0.0012369 56.019 1 1 4596
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2480.35 0.0020172 65.6205 1 1 3543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2540.82 0.00407336 119.869 1 1 1669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2367.21 1.81839e-05 15.1293 0.4055 0.4055 4715
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2584.03 0.0299453 466.448 1 1 3311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2419.14 0.000474574 41.5791 1 1 4316
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2480.73 0.0026217 154.401 1 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2419.49 0.00126852 68.6379 1 1 4423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2543.97 0.0198133 367.405 1 1 1777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2584.98 0.000449289 53.2665 1 1 3421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2367.28 0.000166053 18.6057 1 1 4822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2481.11 0.000195817 83.9873 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2545.19 0.00670296 182.79 1 1 1886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2585.85 0.00024237 128.186 0.4256 0.4256 3526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2419.79 0.00943508 163.403 0.4066 1 4539
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2482.32 0.000306538 67.2309 1 1 3877
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2367.32 0.0024919 97.8438 1 1 4930
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2546 0.0081398 65.7275 1 1 1997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2420.2 0.00242479 27.3174 1 1 4645
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2586 0.000232581 38.0894 1 1 3630
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2367.47 0.000477232 20.9809 1 1 5036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.67926
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2482.58 0.00361676 107.404 1 1 3988
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2547.54 0.00202308 128.804 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2420.56 0.000397507 33.3317 1 1 4755
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2586.28 0.00070323 32.2642 1 1 3739
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2367.57 0.000130281 53.8215 1 1 5148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4632 2367.58 4.78568e-05 5.34846 1 1 5186
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 2483.18 0.0132523 565.014 1 1 4101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2549.75 0.00942039 365.138 0.355 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2345.26 0.0430194 1898.01 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2420.72 0.000404521 44.1083 0.9403 0.9403 4867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2586.8 0.000880089 37.9967 0.5282 0.5282 3847
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2484.03 0.000232769 70.2028 1 1 4215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2424.08 0.12241 1779.74 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2420.83 0.00169463 49.3137 1 1 4976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2550.79 0.000117714 44.3323 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2587.04 0.000202251 44.4843 1 1 3954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2484.91 0.0124246 132.173 1 1 4325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4583 2420.85 1.16611e-05 4.10781 0.6608 0.6608 5066
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
299 2458.74 0.00086286 224.635 1 1 343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2552.84 0.00746781 750.772 1 1 2446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2485.46 0.0110271 234.338 1 1 4436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2587.51 0.00616299 183.117 1 1 4064
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2491.98 0.0139363 1309.18 0.6562 0.6562 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2557.45 0.000382816 62.6013 1 1 2555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2588.37 0.0264786 149.559 1 1 4165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2486.58 0.000779621 81.8025 1 1 4545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2558.6 0.0102019 264.784 1 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2522.19 0.0978356 851.911 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2588.88 0.000160549 60.3282 1 1 4277
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2486.95 0.00158349 46.2559 1 1 4655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2558.92 3.43221e-05 16.2437 1 1 2777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2550.41 0.138613 742.052 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2487.35 0.000708635 47.5022 1 1 4766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2559.29 0.000573218 60.1793 1 1 2888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2589.35 0.00050851 119.655 0.7072 0.7072 4394
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2612.91 0.000664419 276.867 0.3565 0.3565 782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2487.65 0.00429826 14.145 1 1 4873
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2589.58 5.10152e-05 69.0543 0.5426 0.5426 4505
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2559.6 1.99624e-05 12.7558 0.899 0.899 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2634.63 0.138505 1404.51 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2589.65 0.00245347 121.641 1 1 4613
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2560.65 0.0242734 301.672 1 1 3109
4499 2488.23 0.000293264 123.096 1 1 4983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2590.21 0.012709 171.251 1 1 4722
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2666.37 0.00310564 236.259 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2488.65 0.000279341 36.7294 1 1 5099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2561.42 0.00114466 82.7713 1 1 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2680.51 0.0158272 235.399 0.9803 0.9803 1111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2590.56 0.000823854 103.528 1 1 4830
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2488.97 0.00114581 151.255 1 1 5208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2691.95 0.00232725 314.324 1 1 1220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2591.47 0.000900433 196.227 1 1 4938
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2562.52 0.000230241 336.566 0.6141 0.6141 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2699.14 0.00356117 464.662 1 1 1330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2489.18 0.00140522 96.3067 0.8549 0.8549 5322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2562.8 0.00104011 87.7253 1 1 3439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2592.02 0.000639165 112.122 1 1 5048
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2489.36 0.000325908 43.481 0.505 0.505 5434
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2702.27 0.000740797 437.904 0.5645 0.5645 1438
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2563.21 0.000576565 53.4581 1 1 3548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2489.45 0.000533122 25.708 1 1 5547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2592.29 0.000365951 34.8484 1 1 5158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2712.51 0.0088228 411.697 1 1 1543
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2563.47 0.00102139 78.2861 1 1 3660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2592.75 8.02229e-05 35.9653 0.2577 1 5269
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2489.63 0.000269327 34.5671 1 1 5652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2716.91 0.000101364 47.9021 1 1 1656
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2563.85 0.0010136 98.7405 0.4671 0.4671 3768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2592.87 0.000279915 20.8076 1 1 5371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2489.98 0.000114565 71.8433 0.3708 0.3708 5763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2721.45 0.00532249 115.961 1 1 1768
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2564.14 6.23694e-05 24.6459 1 1 3880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2592.97 0.000578297 34.0418 0.7555 0.7555 5481
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2490.04 0.00813607 56.2697 1 1 5876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2724.55 0.0013386 102.752 1 1 1882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2564.5 0.00737722 57.6588 1 1 3990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2490.12 0.00022153 161.742 0.5624 0.5624 5991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2593.03 0.00381312 154.132 1 1 5597
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2727.45 0.000348711 230.718 0.4837 0.4837 2001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2565.25 0.00205892 132.745 1 1 4111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2593.1 0.000140274 22.0815 0.4365 1 5710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2490.31 0.00191869 70.4738 1 1 6107
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.20898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2593.21 0.000578042 80.6392 1 1 5817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2730.99 0.000518595 610.449 0.2423 0.2423 2112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2565.96 0.000404666 38.4831 1 1 4218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2490.5 0.000614004 69.2252 1 1 6209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2334.72 0.0116065 988.616 0.6097 0.6097 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2593.39 0.00100639 56.7909 1 1 5925
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2566.17 7.72532e-05 90.6933 0.1397 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2736.27 0.00199688 566.521 0.3685 1 2225
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2401.92 0.0125452 700.688 0.7794 0.7794 220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2491.03 0.0250026 319.976 1 1 6323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2593.72 0.00120026 89.6716 1 1 6037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2737.87 0.000771205 81.467 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2491.19 6.34481e-05 89.8162 0.5384 0.5384 6428
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2566.3 6.26767e-05 28.3947 0.7862 0.7862 4436
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2466.28 0.00209274 157.842 1 1 330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2738.87 0.003344 414.932 1 1 2443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2594.21 0.00646328 104.596 1 1 6145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2566.32 0.000330628 46.2105 1 1 4549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2741.26 0.000102641 89.2125 1 1 2550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2510 0.00138951 847.282 0.7036 0.7036 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2491.28 0.000134879 35.4171 1 1 6541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2566.5 0.00133329 31.9259 1 1 4660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2594.66 0.000591143 91.6314 1 1 6252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.41944
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2748.58 0.00660417 373.518 1 1 2665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2491.38 5.30302e-05 15.6282 1 1 6650
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2519.83 0.0245589 1006.16 1 1 545
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2566.63 0.00836488 42.256 0.8995 0.8995 4769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 2594.76 1.08224e-05 21.899 0.7193 0.7193 6363
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2389.09 0.00915778 523.67 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2750.73 0.000463299 83.7779 1 1 2772
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2491.45 0.000831251 103.146 0.9189 0.9189 6762
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 2594.8 0.000496868 35.0618 1 1 6472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2567.24 0.00687235 184.344 0.7454 0.7454 4881
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2532.43 0.00105346 111.136 1 1 661
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2463.73 0.0124832 1076.75 1 1 224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2491.5 0.000125209 29.43 1 1 6875
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2548.77 0.0871172 906.252 1 1 770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 2595.51 0.0395648 197.552 1.482 0.1482 6585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2754.69 0.00588683 188.886 1 1 2888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2567.62 0.0139951 111.372 1 1 4992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2522.46 0.024415 1235.9 1 1 339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2757.34 0.00190448 323.429 1 1 2994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2491.54 3.19596e-05 11.0205 1 1 6989
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2567.89 0.00729145 170.008 1 1 5101
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2575.84 0.0057565 65.8414 1 1 880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2551.53 0.00295346 143.61 0.9708 0.9708 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 2596.19 0.00179852 47.0473 1 1 6698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2491.58 9.68426e-05 8.28706 1 1 7094
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2759.57 0.00450309 130.441 1 1 3104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2580.82 0.00194283 57.9762 1 1 991
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 2596.9 0.000605407 181.066 0.4457 0.4457 6809
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2568.14 0.00189888 90.7038 1 1 5214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2577.04 0.000227963 76.6402 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 2491.62 0.000156423 33.0814 1 1 7207
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2760.56 0.00014297 108.182 1 1 3216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2568.51 0.00427682 73.0531 0.5158 1 5330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2589.3 0.216474 2049.6 1 1 1096
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 2597.38 0.00111537 27.8358 1 1 6918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 2491.67 5.63739e-05 18.3982 1 1 7315
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2762.73 0.0477738 1020.69 0.4234 1 3327
599 2593.63 0.0104515 672.444 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2597.5 0.00920066 369.356 1 1 1202
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2568.67 0.000137425 17.1635 0.4214 0.4214 5442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 2597.67 0.000963439 46.5523 1 1 7028
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2775.73 0.00080285 415.897 1 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2621.1 0.00476063 424.344 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 2491.73 0.000192448 21.5351 1 1 7429
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 2597.92 0.000199511 20.1573 1 1 7142
4999 2568.72 3.96704e-05 27.3269 0.3176 1 5555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2607.55 0.00482824 180.272 1 1 1309
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2633.21 0.0612968 542.004 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 2492.15 0.00525945 387.785 0.8406 0.8406 7536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2778.33 0.0011547 84.5215 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 2597.97 5.4884e-05 8.16509 1 1 7253
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2568.74 0.000696056 21.3287 1 1 5666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2613.07 0.00687632 90.8648 1 1 1417
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 2492.97 0.00186958 70.5141 0.4221 1 7644
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2669.31 0.00530495 192.451 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2779.18 9.46759e-05 80.0633 0.7072 0.7072 3666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 2598.05 0.00124295 45.9859 1 1 7365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.04568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2568.76 0.000459337 26.2847 0.6017 0.6017 5779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2613.66 0.00454876 389.156 1 1 1529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2676.58 0.041948 934.098 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 2493.08 0.000111667 15.4603 0.7885 0.7885 7757
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2779.32 0.000324269 41.7749 1.478 0.1478 3780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 2598.1 0.00036212 50.9574 1 1 7474
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.97783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2453.18 0.00309828 198.783 0.654 0.654 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5282 2568.79 1.82894e-05 44.6907 4.624e-07 0.001 5916 LS failed, Hessian reset
1499 2616.83 0.0013617 211.855 0.3326 0.3326 1641
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 2493.34 0.00071718 172.856 0.6501 0.6501 7866
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2568.8 2.34283e-05 10.0643 0.8492 0.8492 5933
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2684.86 0.00388056 357.114 1 1 1217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5328 2568.81 1.18618e-05 5.60204 0.9815 0.9815 5965
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 2780.26 0.000255282 126.148 0.1037 1 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 2598.13 0.000295313 82.0401 0.4514 0.9791 7582
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2617.42 0.00025511 56.5491 1 1 1751
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7199 2493.44 5.57384e-06 6.69522 1 1 7978
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2555.76 0.0148248 302.151 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2523.94 0.00932272 431.791 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2693.34 0.00477466 98.1896 1 1 1333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2781.43 0.0024364 97.8539 1 1 4002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 2598.17 0.00856439 139.759 1 1 7703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2617.76 0.00429119 75.6375 1 1 1858
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7299 2493.5 8.0439e-05 62.6725 0.338 0.338 8092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2601.7 0.0527623 4078.56 0.2542 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2697.18 0.00193194 89.5518 1 1 1443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2781.86 0.00134084 33.2039 1 1 4115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2595.13 0.0125947 747.041 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 2598.22 5.8046e-05 19.5497 0.4659 0.4659 7811
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2619.35 0.00109533 174.047 1 1 1969
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7399 2493.56 0.000183266 67.8364 0.2689 0.02689 8203
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7438 2493.57 8.75751e-06 7.64056 0.158 0.9224 8250
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1399 2701.92 0.00464135 159.564 1 1 1552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2782.01 0.00176834 117.406 1 1 4236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7199 2598.26 0.00013546 10.1716 0.8911 0.8911 7918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2626.97 0.0109912 740.206 1 1 455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2620.04 6.69573e-05 42.0907 0.2857 0.2857 2079
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2614.45 0.00711237 222.347 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7299 2598.3 6.26822e-05 13.5999 1 1 8024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2705.71 0.00371121 89.995 1 1 1667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2782.26 0.000851343 139.045 1 1 4349
499 2671.06 0.00373708 452.323 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2620.55 0.000787421 72.3065 0.4065 0.4065 2196
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2629.19 0.000673894 130.22 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7399 2598.34 0.000494141 87.2235 0.7662 0.7662 8134
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2712.22 0.00475993 79.2076 1 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2782.7 0.000283632 43.3568 1 1 4457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2687.8 0.00239498 111.496 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7499 2598.36 2.11751e-05 34.2437 0.4753 1 8247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2666.09 0.00508509 329.53 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2621.83 0.0156289 170.731 0.999 0.999 2305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2713.44 0.000475442 66.1047 1 1 1889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2782.81 9.59519e-05 56.1343 1 1 4567
7521 2598.37 3.61929e-06 2.78328 1 1 8273
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2622.65 0.00152951 104.997 1 1 2416
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2721.37 0.0479923 2183.27 0.05907 1 800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2740.19 0.00480209 351.806 0.4875 0.4875 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2782.9 0.000845368 82.2878 0.9678 0.9678 4680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2717.3 0.0334127 823.101 1 1 2003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2735.01 0.0160819 1523.58 0.2742 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2623.88 0.00179441 171.23 0.4102 0.4102 2528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2721.91 0.00714966 201.221 1 1 2111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2776.04 0.046259 463.739 1 1 792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2783.12 0.00753287 207.35 1 1 4789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2742.52 0.00295754 274.424 1 1 1016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2625.34 0.00157281 70.1681 1 1 2639
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2726.84 0.000499549 187.693 1 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2800.63 0.0359247 764.292 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2783.74 0.00265649 230.33 1 1 4896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2747.25 0.000443235 176.098 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2625.82 0.00188448 177.858 1 1 2746
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2784.57 0.00222063 55.3349 1 1 5005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2728.25 0.000396293 78.5819 0.896 0.896 2339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2813.07 0.0559842 226.16 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2760.54 0.0123118 441.734 1.695 0.1695 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2729.27 0.00179546 303.628 0.1514 0.1514 2450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2626.24 0.00366234 183.971 1 1 2859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2785.12 0.00167908 140.587 1.405 0.1405 5116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2771.31 0.00657222 274.254 1 1 1356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2831.76 0.00754588 136.967 0.5989 0.05989 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2785.91 0.000855496 151.959 1 1 5228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2731.54 0.000306804 206.882 0.4531 0.4531 2562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2626.59 0.000288633 26.2102 1 1 2967
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2775.41 0.000546188 146.043 0.7284 0.7284 1464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2853.49 0.00373048 85.3742 0.8057 0.8057 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2626.98 0.0023172 49.919 1 1 3074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2786.59 0.000114841 48.7837 1 1 5343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2733.77 0.00155805 122.581 1 1 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2780.31 0.00410494 77.0881 0.7881 0.7881 1578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2734.48 0.00218547 216.551 1 1 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2787.11 0.000122835 17.8005 1 1 5455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2858.79 0.0287676 743.152 0.7458 0.07458 1349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2627.47 0.0108835 93.7992 1 1 3193
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2783.03 0.00224174 56.899 1 1 1687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2864.84 0.00575896 347.691 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2735.6 0.00851875 430.545 1 1 2883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2787.23 0.0005298 48.1188 2.709 0.2709 5564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2627.66 0.000139989 81.1067 0.03715 1 3307
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2784.85 0.000572065 118.992 1 1 1798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2866.72 0.00874869 125.3 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2736.07 0.00462723 81.184 1 1 2993
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2787.27 0.000115493 109.665 0.6328 0.6328 5669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2627.76 0.000416635 7.64381 1 1 3421
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2786.39 0.0112712 261.245 1 1 1906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5181 2787.3 1.2828e-05 4.0149 0.9347 0.9347 5760
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2799 2736.88 0.00807703 147.359 5.682 0.5682 3104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2870.38 0.000535119 87.0057 1 1 1680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2628.03 0.011105 88.0094 1 1 3529
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2788.19 0.00205282 133.942 1 1 2016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2874.95 0.00180454 359.376 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2738.99 0.00448372 108.061 1 1 3216
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2798.22 0.00477253 157.898 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2628.25 0.00402227 59.6768 0.9105 0.9105 3640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2881.23 0.0025535 280.924 1 1 1908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2628.39 0.000733664 41.9896 1 1 3752
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2802.64 0.00122072 88.7773 1 1 2237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2742.73 0.000350635 171.613 0.493 1 3323
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2882.92 0.0393817 545.1 10 1 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2743.77 0.00064895 18.2262 1 1 3432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2628.57 0.0204795 298.011 1 1 3864
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2808.12 0.00130901 126.557 1 1 2346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2884.39 0.000111032 26.4757 1 1 2130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2628.62 5.12197e-05 8.84854 1 1 3975
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2744.11 0.000327882 36.9684 1 1 3542
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2808.98 7.94608e-05 15.2072 1 1 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2886.86 0.0382134 565.001 1 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2628.71 0.000282706 15.8346 1 1 4087
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2744.55 0.00329902 110.116 0.2769 1 3655
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2809.27 0.000549392 27.0049 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2628.78 4.30318e-05 7.60884 1 1 4198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2894.9 0.00280918 360.011 1 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2745.21 0.00163016 56.2698 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2809.45 0.000125836 42.3652 1 1 2678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2899.34 0.00851006 1242.12 0.9347 0.9347 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2745.35 0.000919994 136.71 1 1 3880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2628.84 0.00049645 11.3792 1 1 4305
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3550 2745.44 1.06651e-05 5.41046 1 1 3935
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2499 2809.75 0.00320767 43.7265 1.349 0.1349 2789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2900.86 0.00333641 100.738 1 1 2572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2628.93 0.00195433 18.3717 1 1 4418
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2810.46 0.000511361 78.893 1 1 2904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2628.95 0.000117512 16.5568 0.6265 0.6265 4528
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2901.44 0.000411129 67.8169 0.5134 1 2684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2811.05 0.000564356 43.1372 0.619 0.619 3017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2629 0.000203891 30.0157 0.9064 0.9064 4637
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2902.11 0.00198424 64.7302 1 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2811.13 0.00110975 145.539 0.2627 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2629.05 1.12236e-05 4.2923 1 1 4744
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2902.71 0.0159723 460.547 1 1 2907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2811.26 0.00445832 172.13 1 1 3238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2629.08 8.80823e-05 14.7431 0.2399 0.2399 4859
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2905.12 0.00634435 424.3 1 1 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2811.73 0.000485335 79.4014 0.5173 0.5173 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2629.18 0.00134969 50.1095 1 1 4970
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.34672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2906.02 0.00227399 221.03 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2812.45 0.00392497 100.644 1 1 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2909.31 0.00340474 360.811 1 1 3237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2593.28 0.00828336 165.622 1 1 114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2813.7 0.00177857 87.8176 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2629.71 0.0190626 112.23 1 1 5080
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2911.35 0.00404677 132.454 0.4683 0.4683 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2670.81 0.0164921 329.286 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2814.04 0.000135615 20.2928 1 1 3679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2914.68 0.0178865 386.545 0.2543 1 3454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2630.44 0.00061825 41.8535 1 1 5186
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2702.09 0.00247428 161.21 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2814.47 7.32151e-05 28.3867 0.4481 1 3789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2915.51 0.00329779 41.6298 1 1 3572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.16135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2630.79 0.000227431 15.3523 1 1 5294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 2724.28 0.00214381 350.641 0.1494 0.1494 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2916.44 0.0248269 265.771 1 1 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2661.67 0.0286918 2033 1 1 120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2814.59 0.000181033 24.2325 1 1 3898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2782.58 0.031369 369.124 1 1 572
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2631.08 0.00277342 17.1108 1 1 5408
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2814.64 0.00830354 160.452 1 1 4006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2918.22 0.0004688 32.337 1 1 3794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2844 0.0113063 645.29 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2787.54 0.0168292 323.805 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2631.19 0.00145854 34.022 1 1 5518
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2814.76 0.00125474 44.1018 1 1 4117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -12.3983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2868.97 0.0459825 242.165 1 1 798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2918.44 0.0105521 135.062 1 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 2631.27 0.0062904 36.3537 1 1 5626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2812.83 0.000476905 309.714 0.2077 1 346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2814.99 0.000121693 42.93 0.6709 0.6709 4227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2758.37 0.00873698 167.115 0.9959 0.9959 132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 2631.33 8.04192e-05 8.72225 1 1 5734
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2918.69 0.00225594 125.439 1 1 4024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2871.84 0.00740283 312.155 1 1 914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3883 2815.08 4.90942e-05 6.20865 1 1 4317
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
399 2859.79 0.0015172 886.433 0.661 0.661 456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 2631.41 8.20754e-05 20.8983 1 1 5846
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2885.98 0.091529 2473.7 1 1 244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2873.21 0.000480245 55.4245 1 1 1024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 2886.02 0.00882531 838.425 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2918.75 0.000125306 35.8371 3.14 0.314 4136
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 2631.51 0.000349492 29.2264 0.6275 0.6275 5957
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 2878.73 0.000133556 81.7991 1 1 1135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2918.8 0.000600654 31.2906 1 1 4242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2959.94 0.00196841 378.885 0.7422 0.7422 352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 2896.65 0.00756393 266.132 1 1 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 2631.65 0.00317269 20.2483 1 1 6068
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 2881.71 0.0317367 617.711 1 1 1242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2918.94 0.00477719 43.1095 3.306 0.3306 4359
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3001.55 0.0277425 472.459 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 2929.43 0.0169784 1505.14 0.6295 0.6295 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 2886.35 0.00101325 302.755 1 1 1354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 2631.83 6.30094e-05 30.4957 0.8706 0.8706 6176
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2919.08 0.00320629 38.9446 1 1 4466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 2950.89 0.00408229 347.514 0.4035 0.4035 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3044.65 0.0203809 1909.95 1 1 571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 2631.88 0.000451615 33.3066 1 1 6282
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 2888.46 0.000673003 156.468 1 1 1461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 2993.57 0.0824136 1232.23 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5731 2631.89 7.9171e-06 4.15847 1 1 6317
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4099 2919.59 0.00614422 139.92 0.4233 0.4233 4579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -10.8749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3066.05 0.0333362 722.693 1 1 679
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 2894.66 0.0114569 253.846 1 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3017.06 0.00244843 742.536 0.3604 0.3604 1123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2919.7 0.000138358 60.3351 0.239 0.239 4691
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2806.83 0.00523318 437.394 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3074.73 0.00067123 162.206 1 1 795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 2896.31 0.00122593 162.509 1 1 1675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3031.24 0.000161679 166.027 0.4144 0.4144 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 2919.74 0.00217163 73.45 1 1 4800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2977.82 0.0124467 811.332 0.3777 0.3777 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 2899.67 0.0141587 189.707 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3098.11 0.0221894 867.599 1 1 909
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 2919.78 0.000200331 26.829 1 1 4914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3042.99 0.00248341 348.681 1 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3042.12 0.00517995 1276.93 0.07231 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 2903.55 0.00240577 515.696 1 1 1905
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3116.53 0.00616954 406.767 1 1 1029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 2919.82 0.000597318 13.5336 1 1 5027
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3048.08 0.000195508 74.829 1 1 1452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3078.06 0.0125616 567.259 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 2904.99 0.010267 90.8696 1 1 2017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3130.55 0.0552486 1134.89 1 1 1144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 2919.86 0.00118209 64.2833 0.1962 0.1962 5144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3051.36 0.000418885 153.771 0.8501 0.8501 1561
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3086.04 0.00181201 697.392 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 2906.08 0.000108221 54.6354 0.3976 0.3976 2126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3153.05 0.00687631 838.548 0.5496 0.5496 1255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 2919.87 4.16002e-05 23.7532 0.1338 1 5262
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3109.08 0.00322647 72.1928 1 1 677
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 2911.27 0.00165257 207.225 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3058.97 0.00223676 59.3035 1 1 1673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3158.23 0.00130162 61.7793 1 1 1367
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 2919.92 0.00570053 97.4002 1 1 5386
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 2913.9 0.000702987 72.7827 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3065.74 0.00428063 211.998 1 1 1781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3133.99 0.0222684 245.286 1 1 791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3161.17 0.0148155 148.407 1 1 1472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.5955
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 2919.97 0.00034193 13.2193 0.721 0.721 5493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 2915.74 0.000449949 104.583 1 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3070.95 0.000743093 48.4302 0.3922 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3150.81 0.00172693 327.453 1 1 902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2875.26 0.0172315 398.025 1 1 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3170.08 0.00174046 578.709 1 1 1587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 2920.03 0.00156917 121.254 0.4213 0.4213 5601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5025 2920.06 0.000238498 4.0392 1 1 5632
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
899 3159.51 0.00659797 526.864 1 1 1011
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 2917.27 0.0113527 168.593 1 1 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3073.53 0.0018871 592.4 0.362 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3175.58 0.000329612 205.05 0.482 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3024.44 0.0196058 458.626 1 1 235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 2920.75 0.0348747 237.728 0.8122 0.8122 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3163.34 0.0141845 404.769 1.166 0.1166 1129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3105.09 0.00827195 891.854 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3076.12 0.0255473 1218.23 1 1 2112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 2923.37 0.0486882 495.733 1 1 2783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3176.99 0.000517381 331.244 0.1977 0.1977 1805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3079.75 0.0314268 1307.01 0.2231 1 2222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3175.02 0.0024356 332.342 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 2925.31 0.000946611 37.1135 1 1 2891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3180.28 0.00802771 641.669 0.1457 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3130.51 0.0196129 202.105 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3082.6 0.00179797 101.788 1 1 2329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 2925.58 0.000567599 73.006 1 1 3000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3187.63 0.0109691 384.627 0.6754 0.6754 1357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3182.64 0.00350579 404.82 1 1 2021
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3145.78 0.000776394 269.8 1 1 566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3201.3 0.00745609 183.458 1 1 1469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 2925.74 0.000643244 147.224 1 1 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3187.99 0.00101387 174.295 0.5273 0.05273 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3083.58 0.00946235 162.677 1 1 2443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3169.52 0.00117548 288.591 0.3318 1 673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3209.09 0.00711416 212.381 0.5639 0.5639 1581
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 2926.14 0.000799127 35.7347 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3188.54 0.00121681 672.89 0.151 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3083.89 0.00069033 113.251 0.2251 0.2251 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3174.77 0.00742842 493.566 1 1 783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3214.68 0.00582997 176.1 1 1 1693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 2926.67 0.00674229 33.583 1 1 3322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3084.29 0.00236922 94.0724 1 1 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3191.28 0.00946038 360.836 1 1 2352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3231.77 0.00211647 917.488 0.2612 0.2612 896
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3216.18 0.00132339 128.028 1 1 1801
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 2927.11 0.133153 538.252 1 1 3435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3084.7 0.00223552 71.4549 1 1 2782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3194.77 0.000675064 282.977 1 1 2463
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3248.53 0.0255583 681.995 1 1 1010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 2927.48 0.00042351 234.667 1 1 3547
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3217.39 0.00416687 114.455 1 1 1914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3085.14 0.000292946 36.3246 0.3463 1 2897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3258.76 0.0130948 457.355 0.3332 1 1121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3198.13 0.000425702 74.3974 1 1 2577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 2927.61 0.000135981 27.3464 1 1 3657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3219.72 0.000571899 123.019 1 1 2025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3085.39 0.000189842 24.7465 1 1 3006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.29874
1099 3261.45 0.00025629 133.613 0.895 0.895 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3198.86 0.000940068 52.7898 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3221 0.0333875 1562.69 1 1 2132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 2927.77 0.00285569 180.257 1 1 3766
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3085.54 0.000112106 63.8971 0.9065 0.9065 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3200.14 0.00512251 399.358 1 1 2796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 2927.97 0.000220641 29.8333 1 1 3876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3267.18 0.00127161 128.157 1 1 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2827.39 0.137384 2301.55 1 1 115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3224.38 0.00593474 143.397 1 1 2248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3207.14 0.00345855 439.189 0.6598 0.6598 2903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3085.59 5.09109e-05 17.4853 1 1 3230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 2928.12 0.000251234 15.6111 1 1 3986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2947.49 0.00451225 200.13 1 1 228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3276.32 0.0398032 593.493 2.173 0.2173 1457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3225.56 0.000485738 76.2462 1 1 2356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3085.85 0.00822974 163.052 1 1 3339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3212.39 0.00231631 609.043 0.7969 0.7969 3016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 2928.32 0.000360818 33.6258 1 1 4092
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3026.5 0.00702969 826.675 0.4676 0.4676 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.22457
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3280.2 0.00144703 166.111 0.905 0.905 1570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 2928.39 0.000168458 23.5403 1 1 4201
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3086.69 0.00131746 129.587 1 1 3447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3226.16 0.000414216 103.987 1 1 2466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3216.56 0.000252861 257.138 0.4764 0.4764 3126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2676.65 0.0596675 1289.05 1 1 110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 2928.43 0.00127522 62.0263 0.1426 1 4311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3061.74 0.0107296 273.259 1 1 461
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3087.12 0.00215225 40.3369 0.9469 0.9469 3556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3288.09 0.0116199 152.265 1 1 1683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3218 0.00112063 117.742 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3226.75 0.000939008 81.4815 0.8943 0.8943 2571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 2928.5 0.000484644 28.7889 9.848 0.9848 4423
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3227.93 0.000616856 64.1734 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2798.88 0.0201623 610.578 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3290.2 0.0025039 96.8724 1 1 1794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3087.26 0.000180502 45.0626 0.2799 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3113.19 0.0171868 626.709 0.5064 1 570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3218.37 0.000988901 67.8013 1 1 3346
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3228.48 0.000232257 35.336 1 1 2792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2880.4 0.103029 1813.6 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 2928.55 6.2057e-05 4.81285 1 1 4530
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3087.8 0.00562645 33.209 0.823 0.823 3789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3132.01 0.000743757 117.135 0.6985 0.6985 682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3218.8 0.000225204 13.7462 1 1 3456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3295.87 0.00256254 489.336 0.4204 0.4204 1907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3228.69 5.74975e-05 22.1311 1 1 2907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3018.2 0.0342979 2369.28 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 2928.59 8.11579e-05 18.685 1 1 4647
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3155.39 0.0176915 421.857 1 1 794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4218 2928.59 2.42562e-05 3.32361 1 1 4669
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 3298.42 0.000543782 117.856 0.6744 0.6744 2019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3218.99 0.000253913 157.617 0.3024 0.3024 3562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3089.05 0.00232162 132.375 1 1 3900
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3230.24 0.00675046 201.455 1 1 3022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3109.93 0.0183392 828.563 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3302.15 0.0051885 238.239 1 1 2126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3089.58 3.72538e-05 23.2793 0.07535 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3219.57 0.00330319 65.7347 1 1 3669
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3169.63 0.00965864 518.224 0.5277 0.5277 915
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3235.14 0.000465165 502.231 0.5356 0.5356 3138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3303.35 0.000734636 88.1229 1 1 2240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3089.67 0.000324448 42.7155 0.7194 0.7194 4122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3206.73 0.00148181 354.696 0.1689 0.1689 676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3220.28 0.00637454 79.6113 1 1 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3197.03 0.00418685 411.447 0.2186 0.2186 1029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3235.88 0.00124166 373.304 1 1 3243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3304.87 0.0024844 221.024 1 1 2349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3089.79 0.000483036 17.7372 1 1 4235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3220.78 0.0002614 176.368 0.2157 0.2157 3894
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3222.5 0.0241755 3894.74 1 1 790
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3234.82 0.00339221 1225.13 1 1 1137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3236.61 0.001894 475.941 0.6918 0.6918 3350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3305.4 0.00127346 119.282 1 1 2458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3090.49 0.00252155 106.912 1 1 4343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3221.78 0.00137352 102.216 1 1 4005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3283.05 0.0018916 146.236 1 1 899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3262.9 0.00862797 283.659 1 1 1248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3238.59 0.000400491 54.4079 1 1 3462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3306.01 0.000503131 50.0015 1 1 2570
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3222.3 0.000583083 55.4028 1 1 4113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3090.68 0.000649105 88.011 1 1 4455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3238.91 0.000132773 32.2978 1 1 3574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3297.65 0.0071039 658.705 0.589 0.589 1014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3276.72 0.00319026 202.62 0.9989 0.9989 1362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3306.72 0.000705743 49.2473 1 1 2681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3090.86 0.000297567 54.9717 1 1 4568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3222.72 0.00071837 43.1021 1 1 4231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -8.46165
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3239.3 0.00403171 286.354 0.3506 1 3683
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3304.49 0.045002 519.825 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3285.08 0.00619505 462.429 1 1 1475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3307.38 0.00674245 484.301 1 1 2797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3090.96 0.000652158 33.6054 0.9582 0.9582 4681
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3222.87 0.00224549 80.8042 1 1 4350
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2637.03 0.0084399 286.132 1 1 112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3239.6 0.00138189 98.4978 1 1 3798
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3296 0.0590706 619.005 1 1 1585
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3311.68 0.0013307 270.124 1 1 1232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3091 0.00058618 150.119 0.1558 1 4789
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3222.97 0.000327742 38.1677 1 1 4467
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3307.89 0.000681672 34.0329 1 1 2914
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3313.17 0.00587688 324.236 1 1 1690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2783.93 0.0135674 1364.51 0.655 0.655 222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3239.73 0.000242417 52.5261 1 1 3911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3321.99 0.0141303 1145.95 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3223.11 0.00169204 158.577 0.1368 1 4578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3091.06 0.000329012 22.506 0.9075 0.9075 4908
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3308.34 0.00322573 245.271 1 1 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3330.64 0.0950377 1771.18 1 1 1800
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 2976.27 0.0349944 860.673 1 1 334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3240.04 0.00151598 183.412 0.1835 1 4024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3344.99 0.0453104 438.436 1 1 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3091.21 0.00212334 79.418 1 1 5016
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3223.27 0.00396656 51.2066 1 1 4694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3308.98 0.000490075 108.289 0.3274 1 3137
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3343.81 0.00011734 320.455 0.4886 0.4886 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3240.57 0.000399426 94.9875 0.2579 1 4141
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3364.6 0.288939 3795.49 1 1 1560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3095.9 0.110853 4406.87 1 1 446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3091.36 0.000111956 22.75 1 1 5133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3309.59 0.000230403 32.0585 1 1 3242
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3223.36 0.000262527 33.9612 1 1 4805
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3240.7 0.00141193 112.188 1 1 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3351.23 0.000534568 86.6266 1 1 2026
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3092.04 0.00138972 45.5449 1 1 5247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3310.34 0.0147044 471.083 1 1 3352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3151.14 0.0731147 2093.72 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3223.38 8.85606e-05 21.7894 0.636 0.636 4916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3403.97 0.00281198 225.347 0.9222 0.9222 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4443 3223.39 8.10882e-05 3.14995 1 1 4963
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3899 3243.02 0.0617478 480.864 1 1 4353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3180.59 0.0799113 2040.74 0.368 1 667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3312.05 0.000328483 65.6041 0.3176 0.3176 3469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3409.9 0.00112283 1303.06 0.06905 1 1781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3352.18 0.00493384 341.318 1 1 2138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3092.87 0.0327422 203.353 0.9801 0.09801 5360
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3244.46 0.0941063 1570.91 1 1 4469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3413.12 0.00372055 301.561 0.6884 0.6884 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3250.79 0.0174184 1698.7 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3354.09 0.000818885 79.3974 0.7072 0.7072 2249
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3312.59 0.00201876 125.12 1 1 3573
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3093.62 0.000276296 52.9696 1 1 5470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3246 0.01421 284.956 1 1 4571
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3272.99 0.00147565 235.587 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3357.86 0.00176039 195.844 1 1 2362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3313.53 0.00331353 178.638 1 1 3688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3415.42 0.00538097 60.4081 1 1 2004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3247.36 0.00482988 107.868 0.8723 0.8723 4682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3093.87 0.000392123 11.9967 1 1 5586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3292.07 0.0650122 1840.13 1 1 1002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3359.89 0.000753511 281.595 1 1 2469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3314.03 0.000162795 34.9933 0.5036 0.5036 3797
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3415.75 0.00115052 226.816 0.2951 0.2951 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3247.86 0.00210585 341.94 0.5678 0.5678 4791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3093.92 2.66994e-05 9.01862 0.5613 0.5613 5703
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3327.81 0.00069633 820.163 0.5429 0.5429 1109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3314.47 0.000448141 124.272 0.1467 1 3906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3360.72 0.000219283 33.3966 1 1 2574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3093.94 0.000174413 18.996 1 1 5810
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3249.49 0.00923205 166.299 1.531 0.1531 4907
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3416.59 0.000307776 86.4682 0.4484 0.4484 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3333.72 0.000435047 204.855 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3250.86 0.049851 215.972 1 1 5015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3315.42 0.000476314 134.979 1 1 4010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3094.01 6.15968e-05 13.7813 1 1 5917
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3360.93 4.40157e-05 28.4419 1 1 2687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5339 3094.01 4.00126e-05 5.21529 1 1 5961
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
2099 3422.09 0.000253929 63.8773 1 1 2334
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3315.71 0.000419293 67.4567 1 1 4123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3359.11 0.0689488 376.627 1 1 1335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3252.43 0.00105133 108.633 0.2604 1 5126
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3361.61 0.003352 159.824 1 1 2802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3425.22 0.00936539 156.389 1 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3394.01 0.025119 1672.9 1 1 1441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3315.79 8.85857e-05 16.9854 1 1 4229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3253.34 0.00087673 74.6686 1 1 5246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3363.16 0.00769046 258.95 1 1 2912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3433.42 0.000790985 168.269 1 1 2551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3253.74 0.000235634 47.351 1 1 5353
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3365.16 0.00497493 139.964 1 1 3031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3413.02 0.0019636 554.364 1 1 1549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3315.9 0.000988257 133.792 1 1 4341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3434.24 0.000221298 37.5839 0.7626 0.7626 2659
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3316.02 0.00152109 28.6221 1 1 4451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3254.27 0.0192052 203.431 1 1 5458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3436.34 0.00395731 134.97 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3368.92 0.0109303 235.658 1 1 3148
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3434.78 0.00328642 164.588 1 1 2771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3255.04 5.88945e-05 26.834 0.2231 0.2231 5575
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3441.34 0.0176234 1342.42 0.4222 0.4222 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3316.09 0.00255576 121.32 1 1 4556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3435.34 0.000422942 119.632 0.2139 1 2883
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3370.9 0.00184531 58.7431 1 1 3259
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.80247
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3255.17 0.000149737 29.665 0.4771 1 5685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5126 3255.19 6.17686e-06 5.70396 1 1 5716
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1699 3449.95 0.000148592 47.7617 1 1 1892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3435.72 0.0033695 99.3816 1 1 2996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3316.26 0.000791075 117.849 0.8486 0.8486 4668
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3372.75 0.0254485 331.211 0.9823 0.9823 3370
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2686.36 0.0130969 556.257 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3316.36 0.00172262 119.305 1 1 4781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3451.63 0.000596128 213.609 1 1 2006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3436.34 0.000370946 148.18 1 1 3110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3373.85 0.00629457 91.056 1 1 3489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2837.71 0.00625423 549.11 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3316.64 0.00378631 194.278 0.4536 0.4536 4895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3436.94 0.000220889 31.0293 1 1 3215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3374.51 0.000277949 80.568 0.3163 0.3163 3601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3454.54 0.000346228 69.0051 1 1 2115
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3016.55 0.0398759 506.228 1.84 0.184 342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3316.95 0.000101435 25.5152 0.5644 0.5644 5007
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3455.59 0.00384964 492.824 0.3107 1 2227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3375.41 0.00599373 204.394 1 1 3712
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3437.56 0.000278549 75.9192 0.6013 0.6013 3328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3071.43 0.00637163 1048.46 0.7288 0.7288 449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3317.33 0.00113913 57.9 1 1 5119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3375.83 0.00175131 152.677 1 1 3822
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3465.46 0.007581 756.016 1 1 2333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3438.25 0.00605249 98.3089 1 1 3440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3146.99 0.00577337 264.517 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3376.36 0.00279386 140.818 1 1 3931
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3317.47 0.000158999 26.3146 1 1 5235
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3469.11 0.00057407 57.5449 1 1 2443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3317.54 0.000412381 49.817 1 1 5343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3438.49 1.72382e-05 36.03 0.05141 1 3558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3170.89 0.00147902 91.8973 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3471.34 9.76103e-05 88.5999 1 1 2554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3376.58 0.00435535 255.109 1 1 4046
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3439.09 0.00064874 56.475 0.9184 0.9184 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3317.62 0.000584348 103.567 0.1028 1 5452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3186.87 0.0279041 365.086 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3472.06 0.00159512 89.2692 1 1 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3377.03 0.00257236 112.042 1 1 4152
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3441.26 0.000350056 45.1476 3.413 0.3413 3782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3317.72 0.000546898 46.6541 0.122 1 5568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3377.55 0.0174303 184.78 1 1 4266
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3209.39 0.00700712 513.066 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3472.75 0.0010127 120.986 1 1 2769
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5069 3317.73 1.29252e-05 7.05397 0.4952 1 5645
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3499 3441.77 0.000830307 35.0275 1 1 3892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3377.81 0.000477569 80.2119 1 1 4380
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes 899 3263.6 0.00531722 212.246 1 1 1008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3473.38 0.00122276 243.107 0.4733 0.4733 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3442.16 0.000181041 51.6404 1 1 4004
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3378 0.00185103 49.0894 1 1 4493
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3304.68 0.0364436 462.115 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3476.6 0.00227784 161.662 1 1 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3442.25 0.000260931 131.874 0.1986 0.1986 4121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3378.18 0.00772415 123.039 1 1 4604
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3311.46 0.00116971 626.552 0.1902 0.1902 1236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3478.69 0.0157459 223.815 1 1 3106
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.84763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3442.3 1.03905e-05 9.93811 1 1 4230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3378.45 0.000619615 30.8043 1 1 4714 2899 3481.65 0.00407666 70.4427 1 1 3218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2759.05 0.0113409 353.836 1 1 116
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3316.75 0.00489779 153.287 1 1 1345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3442.37 0.00136944 77.8892 1 1 4338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3483.09 0.00143709 135.643 0.9685 0.9685 3333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3378.6 0.000113659 35.5949 0.5503 0.5503 4833
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3442.46 0.000104385 42.9573 0.368 0.368 4451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2906.1 0.274899 2235.23 1 1 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3344.25 0.00739298 282.257 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3484.57 0.00213344 63.9927 1 1 3448
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3378.75 0.000952306 22.9381 1 1 4942
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3442.5 0.000513669 38.4483 1 1 4562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3027.93 0.0108968 1232.63 0.3123 1 335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3351.2 0.00265124 302.105 1 1 1566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3485.18 0.000178223 90.9036 0.2479 0.2479 3563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3378.82 0.000682116 31.3071 1 1 5054
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3098.55 0.00445085 1477.4 0.2964 0.2964 443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3442.86 0.0112436 369.866 0.696 0.696 4674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3362.76 0.000191033 145.389 1 1 1678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3378.98 0.00128223 91.0568 0.446 0.446 5162
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3486.8 0.00820414 195.468 1 1 3673
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3443.71 0.00126705 37.3868 1 1 4781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3119.47 0.00656503 522.407 1 1 551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3370.04 0.0227551 117.936 1 1 1792
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.38483
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3487.82 0.0013531 59.7437 0.4154 1 3781
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3379.03 0.00100805 84.2144 1 1 5272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3443.77 0.00017369 41.3149 1 1 4886
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3178.44 0.000778733 386.105 1 1 660
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3376.91 0.00032562 338.101 1 1 1905
3499 3488.06 0.00050723 80.9253 1 1 3890
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3379.1 0.000155236 27.3976 1 1 5381
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2816.17 0.314865 570.973 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3443.81 0.000214149 10.4256 1 1 4994
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3229.75 0.0164341 525.634 1 1 771
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3383.63 0.0016197 166.653 1 1 2010
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3379.14 6.53587e-06 15.6422 1 1 5492
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3488.16 0.000150912 57.516 0.1681 1 3997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2919.64 0.0109627 678.551 1 1 236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3443.86 2.31972e-05 21.8864 0.7225 0.7225 5109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3246.48 0.00678968 618.523 1 1 876
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3379.23 0.00149843 70.5117 0.6237 0.6237 5601
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3384.4 0.0032102 139.431 1 1 2123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3489.17 0.000486603 66.7275 1 1 4110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3443.89 0.000118288 17.5406 0.9447 0.9447 5217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3064.09 0.00209813 249.118 1 1 341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3256.74 0.00281943 1317.05 0.06099 1 982
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3379.39 0.000697449 12.7572 1 1 5713
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3386.22 0.000716018 100.455 0.4971 0.4971 2234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3489.51 0.000269485 64.8988 0.3462 0.3462 4224
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3443.91 3.81881e-05 49.2265 0.233 0.233 5324
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.53902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3101.37 0.101847 387.398 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4817 3443.91 7.78233e-05 4.72847 1 1 5342
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 3323.26 0.0176272 1127.99 1 1 1095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3391.75 0.00165283 111.808 1 1 2348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3379.63 0.010285 145.634 1 1 5827
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3490.37 0.0467545 115.5 1 1 4333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2842.4 0.00207491 157.963 1 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3146.64 0.00208672 143.587 1 1 555
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3491.3 0.0043146 139.021 1 1 4443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3380.11 0.00777609 234.86 0.4466 1 5940
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3374.64 0.00821976 498.417 1 1 1205
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3204.17 0.0209217 341.084 0.7342 0.7342 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3395.16 0.118252 750.183 1 1 2455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 2958.97 0.017168 1045.55 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3383.79 0.00566347 540.088 1 1 1320
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3380.59 0.000279383 38.8516 1 1 6055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3492.49 0.0513996 832.8 1 1 4551
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3401.74 0.00981746 143.623 1 1 2564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3314.12 0.0143036 277.776 1 1 770
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3380.7 0.000122148 75.5558 1 1 6158
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3049.43 0.014595 887.624 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3401.92 0.00440449 358.834 1 1 1432
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3493.99 0.00972653 963.815 1 1 4657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3404.65 0.00807888 201.464 1 1 2686
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3379.01 0.0459207 1037.96 1 1 878
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3380.75 0.00527163 78.134 1 1 6263
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3140.27 0.0784753 847.785 1 1 447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3494.39 0.000618527 74.992 0.2128 1 4773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3466.81 0.0280902 588.209 1 1 1541
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3436.82 0.00495704 588.583 1 1 986
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3406.33 0.000481829 199.372 0.8877 0.8877 2791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5674 3380.79 3.77185e-05 4.0935 0.8437 0.8437 6344
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4399 3494.48 2.14162e-05 19.2858 1 1 4888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3281.29 0.106863 567.868 1 1 558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3552.25 0.218609 3514.07 1 1 1654
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3407.08 0.00208692 142.047 1 1 2902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3456.43 0.00129082 183.823 1 1 1097
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3494.73 0.000200373 79.6784 1 1 4992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3315.2 0.00951772 323.103 1 1 663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3579.35 0.000840776 276.888 1 1 1774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3407.78 0.00116057 98.1554 0.4651 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3473.27 0.00425774 78.1492 0.9497 0.9497 1211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3494.85 0.00010708 36.5378 1 1 5100
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3344.32 0.0128568 200.11 1 1 774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3586.7 0.00562398 907.893 0.5668 0.5668 1879
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3408.19 0.0468192 391.518 1 1 3128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3483.76 0.024643 1129.79 1 1 1318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3495.03 0.00147079 89.7712 1 1 5215
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3364.83 0.00181423 210.902 1 1 889
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3603.49 0.0141971 446.052 1 1 1987
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -6.81128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3408.68 9.98841e-05 108.27 0.6092 0.6092 3245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3495.17 4.61291e-05 101.628 0.2686 0.2686 5329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3515.73 0.00656949 867.84 0.3924 0.3924 1431
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3389.5 0.0144248 1319.88 1 1 997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3607.78 0.00980458 662.825 1 1 2099
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2916.15 0.0358563 980.407 0.8466 0.8466 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3409.21 0.00220029 73.0589 1 1 3358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3495.22 0.0014218 238.033 1 1 5439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3582.18 0.0057027 453.36 0.8839 0.8839 1538
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3440.98 0.100199 882.769 1 1 1110
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3611.57 0.00203333 604.855 0.9503 0.9503 2208
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3063.07 0.099306 1990.21 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3410.05 0.000286987 39.054 1 1 3469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3495.27 0.000442478 126.947 1 1 5550
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3589.51 0.00537559 129.509 1 1 1651
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3624.19 0.00577531 777.732 1 1 2322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3141.24 0.0160146 259.844 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3491.14 0.0110096 2629.44 0.1614 0.1614 1229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3410.21 0.000154808 27.1284 0.5345 0.5345 3584
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3495.5 0.000445378 23.6001 0.4476 0.4476 5657
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3630.97 0.000424702 219.328 0.4168 1 2435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3499.82 0.00400927 598.192 0.2404 1 1339
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3605.53 0.00355525 338.707 1 1 1767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3186.74 0.0273368 587.192 1 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3410.29 6.07991e-05 19.8188 1 1 3693
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3495.66 0.0130436 299.15 1 1 5767
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3632.05 0.000223379 103.18 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3609.16 0.0142269 515.209 1 1 1880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3519.47 0.0103093 618.929 1 1 1447
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3230.35 0.0147841 851.708 0.1766 1 564
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3411.26 0.00267651 30.8584 0.7187 0.7187 3804
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3496.1 0.00296315 208.753 1 1 5874
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3634.6 0.000851841 503.9 0.3729 1 2663
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3411.42 0.00118581 104.445 1 1 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3624.01 0.0127435 283.69 0.1458 1 1992
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3548.09 0.0345568 379.33 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3315.73 0.0154872 644.398 0.8782 0.8782 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3496.15 0.000234371 43.5685 1 1 5983
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3411.68 0.000791238 112.958 0.316 0.316 4019
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3637.35 0.0011312 262.361 0.8156 0.8156 2778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3554.75 0.00168214 369.782 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3336.37 0.00450899 180.546 1 1 786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3496.22 6.33062e-05 34.7567 1 1 6095
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3632.31 0.00258313 743.526 0.08781 1 2104
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3413.85 0.00360225 122.988 0.1712 1 4127
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3645.62 0.0522524 802.22 1 1 2882
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3567.23 0.00448115 1359.58 0.5828 0.5828 1787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3636.27 0.000758652 165.823 1 1 2214
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3374.75 0.108165 1264.26 1 1 895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3496.27 0.00011862 24.9601 1 1 6211
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3414.04 0.00192185 75.7231 1 1 4241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3656.03 0.00299301 390.67 1 1 2998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3574.41 0.000266784 67.6301 0.9473 0.9473 1898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3394 0.00459062 144.751 0.4524 0.9702 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3641.49 0.000214721 250.022 0.5277 0.5277 2317
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3496.37 0.00844846 175.502 1 1 6319
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3662.93 0.00359709 294.544 1 1 3111
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3414.14 0.00158493 30.5722 1 1 4349
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3643.53 0.000869087 108.479 0.4852 0.4852 2430
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3411.62 0.0159243 711.375 1 1 1119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3578.95 0.00866452 121.577 1 1 2008
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3498.81 0.01091 557.436 1 1 6435
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3414.19 0.000411755 23.4973 1 1 4460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3667.96 0.0021413 79.9187 1 1 3220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3651.74 0.00198527 665.796 1 1 2537
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3502.87 0.0296134 135.906 1 1 6544
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3584.38 0.0064003 186.795 0.3596 1 2122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3440.69 0.0123023 155.576 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3414.25 0.00196202 181.946 1 1 4574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3669.77 0.00161269 151.231 1 1 3328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3503.91 0.00156331 114.784 1 1 6652
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3653.23 0.0312849 1146.39 1 1 2649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3587.98 0.000324633 82.3805 1 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3453.06 0.00386447 324.312 0.2492 0.02492 1347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3414.42 0.00131363 213.248 1 1 4689
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3671.64 0.000746813 103.271 0.6894 0.6894 3443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3504.2 0.00141433 141.969 1 1 6758
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3655.36 0.00835065 390.558 1 1 2759
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3459.51 0.0214658 265.897 1 1 1456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3602.32 0.0272219 405.167 1 1 2351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3414.63 0.00669847 59.7214 1 1 4796
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3504.41 0.000982207 100.025 1 1 6867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3672.72 0.000598155 124.577 1 1 3554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3466.21 0.00418075 269.104 1 1 1574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.26272
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3414.73 0.00478925 154.58 0.08581 1 4906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3658.23 0.00827143 541.304 1 1 2868
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3622.93 0.0238956 378.92 1 1 2462
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3504.64 0.00430391 217.11 1.149 0.1149 6981
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3674.06 0.00032755 75.0135 1 1 3664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3665.68 0.00185102 248.726 1 1 2972
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3495.88 0.00447943 153.571 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2921.03 0.00769524 178.293 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3415.14 0.0270196 249.211 1 1 5018
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3670.4 0.00162819 235.494 1 1 3081
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6399 3504.85 0.00012785 7.92115 1 1 7093
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3631.17 0.0286753 250.668 1 1 2579
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3682.54 0.0337932 415.978 1 1 3198
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3675.04 0.000339844 47.21 1 1 3779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3505.78 0.0118406 317.056 1 1 1803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3063.24 0.127414 1073.42 0.508 1 232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3415.29 0.00263253 78.7806 1 1 5131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3504.94 9.91793e-06 11.9827 0.7447 0.7447 7209
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3687.11 0.00786709 178.973 1 1 3311
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3641.37 0.0187117 235.132 1 1 2694
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3675.72 0.00307225 107.209 1 1 3891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3510.13 0.00388345 304.046 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3692.39 0.00189678 433.433 0.2687 0.2687 3422
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3415.34 0.00247833 31.3018 0.8514 0.8514 5244
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3294.39 0.0016809 879.553 0.5432 0.5432 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3644.81 0.00264108 244.118 1 1 2806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3504.99 0.000299309 44.0798 1 1 7322
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3694.85 0.0114096 183.414 0.9845 0.9845 3534
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3677.07 0.00111041 116.883 0.6736 0.6736 4000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -7.63521
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3415.45 8.45744e-05 8.68857 0.337 0.337 5352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4802 3415.45 1.73657e-05 4.23108 0.9572 0.9572 5355
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1799 3520.46 0.0025663 202.44 1 1 2029
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3696.03 0.00213369 196.92 1 1 3640
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3505 0.000662975 55.0351 0.6307 0.06307 7440
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3336.19 0.00241429 1428.55 0.1825 1 452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3647.21 0.00211094 142.441 1 1 2919 6713 3505.01 8.70823e-05 5.49105 1 1 7456
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3678.68 0.000201358 99.3139 1 1 4114
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 2984.7 0.0164467 652.103 1 1 118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3525.21 0.00406009 296.17 1 1 2140
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3697.85 0.00518191 180.752 0.9515 0.9515 3749
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3403.15 0.0884082 407.32 1 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3650.45 0.00408608 322.746 0.9081 0.9081 3032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3679.49 0.000938737 135.379 1 1 4223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3545.62 0.0603902 234.009 1 1 2251
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3069.46 0.025739 307.129 1 1 229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3698.49 0.000654019 98.4626 1 1 3857
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3437.82 0.00823795 242.451 0.8437 0.8437 669
3899 3680.34 0.00169202 63.5049 1 1 4333
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3651.43 0.000918879 98.042 1 1 3146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3557.06 0.0104284 1027.59 1 1 2364
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3318.29 0.00255254 356.226 1 1 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3699.13 0.000179646 93.3575 0.2718 0.2718 3971
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3680.71 0.000777507 59.2857 1 1 4444
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3463.98 0.0129594 734.037 1 1 780
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3651.72 0.000326929 135.637 0.2759 0.2759 3264
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3562.8 0.00572472 364.583 1 1 2476
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3424.54 0.00272041 134.248 1 1 451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3699.46 0.00334626 338.969 1 1 4083
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3520.91 0.165646 908.271 1 1 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3652.72 0.000797994 43.4657 1 1 3383
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3681.66 0.000792026 76.9842 1 1 4554
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3466.99 0.0293134 1587.53 1 1 562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3564 0.00108086 114.079 1 1 2589
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3557.85 0.0110068 371.598 1 1 1015
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3699.9 0.000424738 69.0351 1 1 4191
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3681.93 0.000139558 32.1552 1 1 4667
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3653.44 0.000532296 73.9519 1 1 3496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3514.37 0.00653499 291.796 1 1 671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3567.67 0.00180188 160.11 0.7007 0.7007 2698
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3653.71 0.000195621 36.83 1 1 3610
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3700.08 0.00129414 121.862 0.9899 0.09899 4304
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3682.39 0.00591304 149.91 1 1 4777
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3568.29 0.00124975 179.656 1 1 1125
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3569.72 0.00951478 460.415 1 1 2807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3547.02 0.00312053 74.4263 1 1 773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3654.34 0.00204531 146.122 0.5262 0.5262 3724
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3700.14 0.000107 36.5401 0.3183 0.3183 4419
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3591.36 0.00862442 660.631 1 1 1233
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3682.93 0.00118493 131.251 1 1 4892
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3571.21 0.00108059 77.4111 1 1 2916
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3574.15 0.210949 1479.62 1 1 885
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3654.55 0.00477602 581.157 1 1 3838
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3700.23 0.000657156 118.774 0.7111 0.7111 4526
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3605.08 0.000885108 457.606 0.1782 0.1782 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3683.12 0.00203452 91.153 1 1 5003
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3571.66 0.00186823 88.4341 1 1 3025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3654.97 0.000548784 130.726 0.1792 0.1792 3954
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3611.04 0.00314383 285.189 1 1 1001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3608.03 0.00118534 212.182 1 1 1449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3683.79 0.00445538 105.425 1 1 5117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3701.81 0.043719 500.292 1 1 4634
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3655.17 0.00033506 18.2186 1 1 4069
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3572.22 0.00648453 78.2831 1 1 3138
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3628.26 0.0614766 3891.34 1 1 1112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3684.45 0.000369671 72.4317 1 1 5231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3702.71 0.0265727 615.729 1 1 4743
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3614.18 0.0165144 131.202 1 1 1559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3655.36 0.000414532 85.2449 0.7195 0.7195 4184
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3575.15 0.0221195 268.579 1 1 3248
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3648.85 0.0389956 873.654 1 1 1222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3685.78 0.00193538 108.929 1 1 5336
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3623.24 0.0839074 730.872 1 1 1670
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3704.32 0.00650675 400.306 0.2962 1 4853
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3655.48 0.00168 87.9076 0.5805 0.05805 4293
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3583.97 0.00116111 143.704 1 1 3354
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3675.23 0.105677 2059.03 1 1 1337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3686.17 0.000597725 78.5708 0.6999 0.6999 5446
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3655.78 0.000698483 159.307 0.2426 1 4401
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3704.97 0.000923079 90.0008 0.4463 1 4961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3627.52 0.00918366 357.382 1 1 1782
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3585.8 0.00210392 234.061 0.527 0.0527 3470
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3686.84 0.000755547 55.9217 1 1 5558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3686.24 0.003627 471.33 0.8512 0.8512 1450
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3705.23 0.000106066 46.2932 1 1 5073
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3656.37 0.00288433 36.8343 1 1 4512
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3632.37 0.0012262 573.109 0.7476 0.7476 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3691.28 0.00432041 323.471 0.8678 0.8678 1556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3687.03 5.9533e-05 25.9355 0.3425 0.3425 5676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3586.34 0.000289055 61.3079 0.9467 0.9467 3578
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3705.73 0.00171073 120.909 1.229 0.1229 5183
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3656.86 0.0354928 354.56 1 1 4626
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3634.92 0.00178323 87.4476 1 1 2005
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3687.21 0.000819002 74.0467 0.1513 1 5786
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3694.93 0.00383651 152.159 1 1 1666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3705.87 0.0016237 33.0921 1 1 5294
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3586.54 0.00308357 60.2084 1 1 3692
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3657.47 0.000219258 26.4581 1 1 4739
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3687.36 0.00114967 98.6925 1 1 5903
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3638.76 0.00171618 539.7 0.201 1 2124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3586.7 0.0017204 59.4315 1 1 3803
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3657.69 0.00767424 183.405 1 1 4851
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3701.2 0.0102378 425.235 0.4264 1 1773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3705.95 0.00012004 16.1089 1 1 5402
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3687.48 0.000703925 35.8596 1 1 6017
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3639.95 0.00461772 643.159 1 1 2232
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3706.09 0.00314398 67.1206 1 1 5515
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3587 0.000543567 17.9551 0.7324 0.7324 3912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3707.57 0.00119484 112.239 0.4777 0.4777 1891
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3658 0.00315068 28.4008 1 1 4963
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3687.66 0.000575768 54.8229 1 1 6132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3643.15 0.00374168 430.347 1 1 2341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3587.16 0.00229664 32.9817 1 1 4022
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3706.26 0.000355167 22.4761 1 1 5624
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3710.67 0.000429378 149.055 1 1 1998
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3658.07 2.04494e-05 5.47689 1 1 5074
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3687.88 0.00331614 54.9024 1 1 6245
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3646.31 0.000411823 280.259 0.1714 1 2452
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3658.18 0.000987457 47.0443 1 1 5187
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3587.32 0.00244697 106.492 0.9619 0.9619 4131
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3706.32 0.000362666 34.2578 1 1 5738
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3687.94 0.000242577 20.5215 1 1 6355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3712.07 0.00354271 228.166 1 1 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3658.22 0.00199093 19.2421 1 1 5292
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3706.38 0.000111575 92.1251 0.2727 1 5852
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3587.69 0.000542693 24.9582 1 1 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3650.49 0.00111553 293.402 0.2415 0.2415 2565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3687.98 0.000203904 19.6812 1 1 6466
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3715.53 0.0161289 1015.5 1 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -11.0665
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -9.09312
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3706.43 0.000118011 22.8009 1 1 5961
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4799 3658.3 0.000246824 24.7932 1 1 5400
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3587.83 0.000345405 17.8188 1 1 4362
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3717.3 0.000715395 54.6846 1 1 2335
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3652.31 0.00363616 248.781 1 1 2680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3688.02 0.000242276 47.9079 1 1 6574
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3134.66 0.0161673 1078.13 1 1 113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4899 3658.37 0.00482155 30.1392 1 1 5513
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3003.82 0.00448432 1456.98 0.02197 1 117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3588.06 0.000177524 46.3293 1 1 4472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3717.75 0.00108873 71.1203 1 1 2442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3654.2 0.00192219 29.6874 0.9873 0.9873 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3688.06 0.000239222 24.9692 1 1 6682
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3706.58 0.00147011 74.1956 1 1 6076
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3290.9 0.00637355 413.42 0.3554 0.788 223
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4999 3658.45 0.0035538 178.265 0.3776 1 5622
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3169.69 0.154044 2532.83 1 1 230
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3688.13 0.000124542 33.6453 1 1 6794
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3588.13 0.000105249 23.9405 0.9395 0.9395 4586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3718.4 0.000196629 54.5457 1 1 2549
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3656.3 0.00077328 104.92 1 1 2911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3706.68 3.61633e-05 14.8841 1 1 6192
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5099 3658.55 0.000110225 9.61006 1 1 5731
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3207.63 0.0608569 1113.42 1 1 340
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3588.19 1.27187e-05 10.4725 1 1 4697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3357.52 0.00314619 280.268 0.3731 0.3731 329
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6199 3688.18 3.63446e-05 9.48036 0.9607 0.09607 6901
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3661.86 0.000625101 96.2554 1 1 3020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3719.45 0.00151577 116.038 1 1 2664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3706.71 0.000285922 30.4911 0.434 1 6300
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5199 3658.63 0.000429694 28.8739 1 1 5837
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3404.15 0.0282158 280.697 1 1 441
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6299 3688.27 2.7398e-05 16.896 1 1 7012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3588.23 0.000184902 29.0091 1 1 4806
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3720.19 0.00243275 344.041 1 1 2773
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3405.41 0.0188487 558.115 1 1 458
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3662.56 0.0026048 93.831 1 1 3124
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3706.75 0.000268916 29.3646 0.3655 1 6412
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4367 3588.27 1.24094e-05 3.60393 1 1 4882
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
5829 3706.75 1.92716e-05 5.02126 1 1 6449
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
6399 3688.41 0.00368774 369.931 0.8689 0.8689 7122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5299 3658.74 0.000563484 53.6698 1 1 5945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3515.04 0.00569528 1402.93 0.9854 0.9854 548
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3725.48 0.0824475 798.216 1 1 2887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3663.38 0.000908013 67.4505 1 1 3236
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3440.24 0.0178321 437.495 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6499 3688.52 1.58992e-05 12.6165 1 1 7227
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5399 3658.8 0.00219682 19.7806 1 1 6055
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3664.11 0.00365844 74.9663 1 1 3344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3568.12 0.0202305 537.145 1 1 664
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3730.48 0.0341 316.927 1 1 2999
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6599 3688.57 0.000218456 21.3361 0.9764 0.9764 7342
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3492.72 0.0535621 414.908 0.7322 0.7322 680
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5499 3658.92 0.00258222 31.1793 1 1 6163
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3664.77 0.00106404 95.1565 1 1 3454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3600.18 0.00847064 79.1899 0.7869 0.7869 779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3733.23 0.0302581 64.4053 1.323 0.1323 3109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6699 3688.84 0.00516926 152.48 0.8533 0.8533 7456
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5599 3659.05 0.0148577 154.766 1 1 6273
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3518.59 0.0560267 4013.36 1 1 793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3643.46 0.00740863 163.853 0.9457 0.9457 887
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3733.66 4.1134e-05 14.8925 1 1 3217
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3665.25 0.0023365 126.179 1 1 3558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5699 3659.68 0.000784585 38.5235 1 1 6388
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6799 3688.99 0.000482063 63.4781 1 1 7568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3659.69 0.00303418 308.726 1 1 996
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3560.11 0.0053471 317.835 1 1 904
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3734.21 0.00147297 45.3094 1 1 3332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3666.33 0.000866001 189.902 1 1 3666
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5799 3659.77 0.000172948 33.3565 1 1 6496
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6899 3689.28 0.00839554 176.076 1 1 7675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3579.4 0.0250891 223.519 1 1 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3677.32 0.00309634 285.147 1 1 1105
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3734.78 0.000323356 18.1926 1 1 3451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3667.66 0.00937876 180.262 0.3467 1 3774
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6999 3689.77 0.00252034 79.1447 0.9578 0.9578 7783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5899 3659.86 9.38019e-05 13.9049 1 1 6616
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3590.5 0.00093794 286.092 1 1 1128
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3699.98 0.0551025 1927.43 1 1 1218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3735.07 0.00273958 31.2385 1 1 3563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7099 3690.37 0.00898097 164.812 1 1 7893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3671.11 0.00455315 630.233 0.934 0.934 3893
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
5999 3659.98 0.000779326 26.7664 1 1 6722
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 3597.36 0.0449292 952.219 1 1 1238
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3735.1 0.000108839 20.3874 1 1 3676
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3713.07 0.00240767 555.617 1 1 1325
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7199 3690.49 0.000276101 132.921 0.7198 0.7198 8006
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6099 3660 0.000140895 35.7522 1 1 6829
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
6118 3660.01 1.35311e-05 5.39946 1 1 6849
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3599 3673.31 0.0154398 101.699 1.513 0.1513 4009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 3609.94 0.0153901 151.291 1 1 1348
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 3722.99 0.00264261 106.613 1 1 1442
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3389 3735.17 1.69444e-05 4.37671 0.9031 0.9031 3779
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
7299 3690.58 0.000485347 49.9429 0.3957 1 8119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3673.88 0.00516758 329.041 1 1 4113
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
7397 3690.61 5.52924e-05 3.83468 1 1 8225
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1299 3638.11 0.0048263 818.024 1 1 1460
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3742.43 0.0769804 581.472 1 1 1557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3674.14 0.000173017 44.485 1 1 4218
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3759.89 0.011034 1933.48 1 1 1674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 3661.84 0.014378 362.262 1 1 1568
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3674.47 0.0035404 14.8857 1 1 4328
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 3697.08 0.0152909 347.258 1 1 1685
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3777.66 0.000442399 169.658 1 1 1784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3674.66 0.00145405 77.8124 1 1 4439
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 3699.99 0.000976516 212.615 1 1 1793
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 3780.35 0.00299898 441.459 1 1 1897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3674.87 0.000312487 68.6196 0.3122 1 4556
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3675.06 6.73762e-06 15.4048 0.7975 0.7975 4671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3784.73 0.000423152 281.46 0.5525 0.5525 2010
1699 3703.88 0.00538735 685.35 0.3447 1 1911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 3707.73 0.00353455 89.5614 1 1 2020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3788.85 0.00123106 232.197 1 1 2118
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4273 3675.08 2.08924e-05 5.28653 0.1102 0.9951 4755
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 3793.06 0.0067392 836.905 0.5691 0.5691 2228
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 3708.61 0.0028355 272.106 1 1 2133
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3809.51 0.0115943 559.217 1 1 2338
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 3711.99 0.00371608 93.6878 1 1 2239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 3712.79 0.00010855 34.7114 1 1 2347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3814.47 0.00226859 314.44 0.8815 0.8815 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 3713.61 0.00441056 208.647 0.4748 1 2459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3816.07 0.000651422 161.477 0.1992 0.1992 2560
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 3714.77 0.00586216 261.315 1 1 2576
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3816.64 0.00039823 106.479 0.06291 1 2672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 3716.4 0.0110082 242.072 1 1 2688
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3817.44 0.0007978 31.4789 1 1 2784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 3717.58 0.0108238 232.374 1 1 2795
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -17.1937
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3820.45 0.0146083 162.72 1 1 2895
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 3718.86 0.0270162 666.438 1 1 2906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3822.48 0.000370629 60.7189 1 1 3001
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3260.56 0.0424339 1736.25 1 1 121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -19.675
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 3719.26 0.00086771 39.6535 1 1 3013
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3474.64 0.001613 263.034 1 1 231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3222.54 0.0940705 3723.97 1 1 119
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3823.23 0.000517875 57.0134 0.8495 0.8495 3117
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 3719.65 0.01114 361.385 1 1 3122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3823.57 0.000685086 54.8001 4.398 0.4398 3231
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3619.12 0.0128975 455.377 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3534.18 0.00885383 761.456 1 1 237
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 3720.86 0.000358335 92.9679 0.357 0.357 3229
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3823.99 0.00563237 49.8421 0.05285 1 3343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3669.69 0.0219021 2242.53 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3682.65 0.0712741 1776.74 1 1 347
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 3721.02 0.0022867 207.808 0.3914 0.3914 3337
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3825.24 0.00263343 214.925 1 1 3455
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3747.96 0.0176581 910.836 1 1 565
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 3721.53 0.0110702 317.568 1 1 3449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3825.55 0.00508461 176.646 1 1 454
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3826.73 0.0338167 168.868 1 1 3566
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 3722.82 0.000972589 35.3979 1 1 3557
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -27.8563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3889.97 0.00186799 522.548 0.4667 0.4667 567
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 3834.76 0.0340444 256.484 1 1 684
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3830.56 0.0177068 331.571 1 1 3674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3400.13 0.0635316 1950.05 0.4368 0.4368 123
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 3723.28 0.00229802 75.2743 1 1 3671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 3850.92 0.00503004 699.792 1 1 802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4025.03 0.00112973 832.37 0.5088 0.5088 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3835.05 0.00073363 174.063 0.3332 0.3332 3783
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Initial log joint probability = -28.7945
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3567.73 0.00281298 810.38 0.7745 0.7745 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4071.04 0.0615192 1138.23 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 3723.41 0.00258272 35.1446 1 1 3785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 3891.77 0.0111426 379.513 1 1 911
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3836.34 0.0159093 129.807 1 1 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3760.75 0.0121454 1401.8 0.2675 0.2675 344
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
99 3362.61 0.00933422 1641.2 1 1 122
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 3723.54 0.00187339 10.3144 1 1 3902
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 3907.98 0.0686278 3010.72 0.7788 0.7788 1020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4123.62 0.0404604 2708.19 1 1 898
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3838.76 0.0302989 416.066 1 1 4009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
199 3636.15 0.136785 2394.9 1 1 234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3904.11 0.0734399 1168.69 0.2307 1 459
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 3941.55 0.00680013 375.88 1.766 0.1766 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 3723.95 5.00418e-05 13.9041 1 1 4020
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4157.51 0.00405404 363.579 1 1 1009
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3839.82 0.00468766 118.76 1 1 4121
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
299 3785.18 0.0117161 352.67 1 1 345
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 3992.33 0.00106746 382.182 1 1 569
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 3724.25 0.00211936 37.4372 1 1 4129
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4166.13 0.0124212 576.07 1 1 1120
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4014.68 0.00329496 648.308 0.7033 0.7033 1241
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3840.16 0.00149585 52.5299 0.2805 1 4240
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4084.97 0.0122977 838.864 1 1 674
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
399 3950.03 0.00223341 806.414 1 1 453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 3724.5 0.000165613 36.6201 0.9211 0.9211 4246
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4193.27 0.00161563 92.5989 1 1 1234
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4040.68 0.00604373 82.078 1 1 1343
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3840.99 0.000237973 16.1107 1 1 4355
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
499 4087.58 0.0524885 616.907 0.4714 1 563
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4243.01 0.0479476 3019.16 1 1 785
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 3725.98 0.00135604 150.672 1 1 4356
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4211.25 0.0724508 5217.88 0.124 1 1341
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4044.11 0.0362448 1178.91 1 1 1451
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3841.22 0.000595069 58.3059 1 1 4469
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4273.84 0.0103593 1092.14 0.9481 0.9481 897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
599 4215.02 0.00705004 4445.25 0.09506 1 678
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4048.54 0.000947342 322.265 1 1 1558
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 3726.65 0.000172117 8.66964 0.9185 0.9185 4471
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4243.47 0.00919685 833.262 0.3686 0.3686 1453
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3841.63 0.00113781 64.2091 1 1 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4326.41 0.000546439 485.129 0.4737 0.4737 1012
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 3726.68 6.822e-05 38.3657 0.2548 0.2548 4577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
699 4287.1 0.00275409 350.261 1 1 787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4254.41 0.00156274 879.245 1 1 1562
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4051.47 0.00167864 86.6211 1 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 3841.82 4.12876e-05 18.0388 0.5802 0.5802 4690
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4193 3726.71 9.89731e-05 3.07863 1 1 4683
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
999 4342.63 0.000373736 1053.07 0.3098 0.3098 1132
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
799 4317.71 0.0177457 493.934 1 1 906
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4263.76 0.000812351 375.491 0.4148 1 1671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4053.13 0.00462742 69.8861 1 1 1779
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 3842.12 0.000609503 29.4563 1 1 4802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4350.55 0.00198264 663.129 1 1 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4266.66 0.000337892 206.924 0.4216 0.4216 1778
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
899 4347.81 0.00753535 436.088 1 1 1025
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4057.24 0.00225061 394.682 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 3842.61 0.0124401 96.1644 0.9957 0.09957 4919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4364.14 0.00133098 779.609 0.354 1 1352
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
999 4377.29 0.00634625 867.843 0.7085 0.7085 1136 1699 4272.95 0.0421094 1264.89 1 1 1888
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4499 3842.78 0.00124304 27.2857 1 1 5031
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4062.47 0.000971764 92.9183 0.9544 0.9544 2000
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4370.04 0.00103531 77.7229 1 1 1472
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4276.02 0.0028497 156.167 1 1 1997
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1099 4396.19 0.00146136 1442.31 0.6595 0.6595 1243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4065.18 0.000363508 137.36 0.7339 0.7339 2108
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4599 3842.86 6.23409e-05 15.4728 1 1 5147
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4277.37 0.00123823 381.49 1 1 2109
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4390.22 0.0431933 1471.04 0.7917 0.7917 1586
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1199 4409.6 0.000221867 199.328 1 1 1358
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4699 3843 0.0023894 12.4556 1 1 5255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4065.84 0.00463354 404.78 0.4042 0.4042 2222
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4718 3843.03 0.000185359 6.45898 1 1 5275
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
1999 4279.47 0.00584302 208.139 1 1 2220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4423.37 0.00749392 756.844 1 1 1697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1299 4437.06 0.00962877 860.671 0.5768 0.5768 1473
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4067.06 5.63531e-05 77.6522 0.1709 0.1709 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4439.2 0.00691284 835.649 0.5789 0.5789 1802
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4281.23 0.000589142 114.597 1 1 2332
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1399 4474.3 0.030527 742.487 1 1 1587
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4067.37 0.000673798 78.1549 1 1 2449
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4282.84 0.00317275 108.466 1 1 2443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4444.68 0.00153427 252.776 1 1 1912
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1499 4484.29 0.00106442 221.367 0.8163 0.8163 1696
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4067.99 0.00210858 86.0268 1 1 2559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4446.78 0.00182302 743.93 1 1 2024
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4290.14 0.00327299 396.494 1 1 2552
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1599 4486.53 0.0193232 845.638 1 1 1807
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4070.4 0.0818261 980.379 1 1 2671
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4448.48 0.00195144 139.514 1 1 2135
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4292.47 0.0072947 199.871 1 1 2662
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1699 4494.83 0.000954924 473.403 1 1 1919
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4071.19 0.00738478 399.207 0.4232 1 2784
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4451.71 0.000159466 125.024 1 1 2243
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4294.76 0.0661944 771.593 1 1 2776
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1799 4503.77 0.00354618 353.683 1 1 2034
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4071.98 0.00405816 250.179 1 1 2899
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4461.74 0.00151694 316.541 1 1 2357
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4300.86 0.00224027 72.1743 1 1 2880
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1899 4505.51 0.00163039 85.1989 1 1 2146
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4073.66 0.000168568 58.3563 1 1 3014
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4462.94 7.69846e-05 60.3244 0.6231 0.6231 2475
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4301.19 0.000529984 32.0565 1 1 2990
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
1999 4506.59 0.00419687 144.512 1 1 2257
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4073.75 0.000118316 14.6281 1 1 3130
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4301.34 0.0018048 230.211 1 1 3102
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4464.64 0.00156224 154.625 1 1 2588
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2099 4507.34 0.00219153 87.2425 1 1 2371
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4073.93 0.000679903 28.8681 1 1 3239
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4301.41 0.000898384 76.5663 1 1 3212
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4466.18 0.00049873 296.263 0.1653 0.1653 2697
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2199 4508.45 0.000895553 123.472 1 1 2479
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4074.47 0.00997041 58.6237 1 1 3351
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4301.64 2.04904e-05 19.948 1 1 3318
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2299 4511.08 0.000465501 265.189 1 1 2592
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4074.9 0.00113429 181.436 1 1 3464
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4302.03 0.0224764 209.123 1 1 3427
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2399 4511.45 0.00023458 52.9303 0.6964 0.6964 2710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4467.98 0.0145929 273.684 1 1 2808
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4075.17 0.00532047 39.8042 1 1 3577
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4302.73 0.00639807 131.816 0.1968 0.1968 3536
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2499 4512.22 0.00161608 423.649 1 1 2826
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4470.06 0.00577581 421.156 1 1 2918
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4075.77 0.0010797 43.0872 1 1 3687
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4303.4 0.00159318 39.0013 0.4963 1 3649
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2599 4512.66 0.000263586 71.7208 1 1 2935
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4075.88 0.00282489 78.2265 1 1 3791
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4471.29 0.000130095 56.9757 1 1 3032
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4303.48 0.00030672 17.8418 1 1 3763
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2699 4513.13 0.00413767 92.9673 1 1 3041
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4076.11 0.00230506 33.2576 1 1 3897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4473.52 0.0327679 206.364 1 1 3144
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4303.54 0.00120673 74.1959 1 1 3867
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2799 4513.96 0.000221044 310.277 0.04161 1 3150
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4076.73 0.00391109 105.761 1 1 4002
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4303.82 0.000617265 34.2481 1 1 3976
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4476.29 0.0149161 752.076 0.5541 0.05541 3255
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4077.08 0.00390224 236.674 1 1 4112
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2899 4514.27 5.42847e-05 50.3398 1 1 3268
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4303.88 0.000523313 26.3793 0.4972 1 4090
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4479.73 0.000369383 113.978 1 1 3374
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3755 4303.96 6.66341e-05 5.17284 0.873 0.873 4153
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3799 4077.37 0.000569591 32.0013 1 1 4220
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
2999 4514.35 0.0004945 94.5195 1 1 3378
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4481.37 0.0082757 151.248 0.4566 1 3489
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4077.87 0.00104778 77.4732 1 1 4330
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3099 4514.64 0.000234813 42.78 1 1 3495
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4481.77 0.000924478 137.181 1 1 3600
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4078.63 0.00298509 50.472 1 1 4443
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3199 4514.75 0.00080356 44.4145 0.6953 0.6953 3603
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4482.12 0.000418889 126.904 0.6037 0.6037 3710
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4078.97 0.000835367 71.4938 1 1 4559
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3299 4514.84 0.000424692 82.8029 1 1 3709
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4482.26 0.00120406 34.7459 1 1 3818
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4199 4079.22 0.000374438 76.8345 1 1 4672
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3399 4514.96 0.00107341 178.83 0.5982 0.5982 3816
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4482.49 0.000532057 241.506 1 1 3932
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4079.43 0.00166833 98.7702 1.965 0.1965 4787
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3499 4515.25 0.00136667 227.075 0.3077 1 3929
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4482.57 8.77299e-05 44.0778 1 1 4037
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4079.62 0.00737273 274.69 1 1 4897
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3599 4515.47 0.000677267 39.1399 1 1 4036
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3699 4482.65 0.000325533 18.4565 1 1 4147
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4464 4079.71 0.000112401 6.09243 1 1 4971
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
3699 4515.69 0.00310576 116.712 1 1 4145
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4482.91 0.00144472 226.842 1 1 4260
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3799 4515.85 0.000273398 64.7649 1 1 4252
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4483.21 0.00735992 60.9921 1 1 4373
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3899 4515.9 0.000726012 42.9712 1 1 4365
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4483.28 0.000234817 38.0228 0.432 0.432 4486
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
3999 4516.04 0.000455722 87.1593 1 1 4478
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4099 4483.59 0.00408804 97.6453 1 1 4593
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4063 4516.12 8.50986e-06 6.34176 1 1 4551
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
4199 4483.91 0.00045762 130.864 1 1 4706
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4299 4484.12 0.00165466 54.1906 1 1 4817
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4399 4484.28 0.0139413 143.673 1 1 4927
Iter log prob ||dx|| ||grad|| alpha alpha0 # evals Notes
4476 4484.34 5.83763e-05 5.79404 0.645 0.645 5016
Optimization terminated normally:
Convergence detected: relative gradient magnitude is below tolerance
| changepoint_prior_scale | seasonality_prior_scale | mape | |
|---|---|---|---|
| 6 | 2.0 | 0.01 | 0.028463 |